Self-Driving Car Engineer Nanodegree¶
Deep Learning¶
Project: Build a Traffic Sign Recognition Classifier¶
In this notebook, a template is provided for you to implement your functionality in stages, which is required to successfully complete this project. If additional code is required that cannot be included in the notebook, be sure that the Python code is successfully imported and included in your submission if necessary.
Note: Once you have completed all of the code implementations, you need to finalize your work by exporting the iPython Notebook as an HTML document. Before exporting the notebook to html, all of the code cells need to have been run so that reviewers can see the final implementation and output. You can then export the notebook by using the menu above and navigating to \n", "File -> Download as -> HTML (.html). Include the finished document along with this notebook as your submission.
In addition to implementing code, there is a writeup to complete. The writeup should be completed in a separate file, which can be either a markdown file or a pdf document. There is a write up template that can be used to guide the writing process. Completing the code template and writeup template will cover all of the rubric points for this project.
The rubric contains "Stand Out Suggestions" for enhancing the project beyond the minimum requirements. The stand out suggestions are optional. If you decide to pursue the "stand out suggestions", you can include the code in this Ipython notebook and also discuss the results in the writeup file.
Note: Code and Markdown cells can be executed using the Shift + Enter keyboard shortcut. In addition, Markdown cells can be edited by typically double-clicking the cell to enter edit mode.
Step 0: Load The Data¶
In [6]:
# Load pickled data
import pickle
import numpy as np
# TODO: Fill this in based on where you saved the training and testing data
root = 'traffic-signs-data'
training_file = root + "/train.p"
validation_file= root + "/valid.p"
testing_file = root + "/test.p"
with open(training_file, mode='rb') as f:
train = pickle.load(f)
with open(validation_file, mode='rb') as f:
valid = pickle.load(f)
with open(testing_file, mode='rb') as f:
test = pickle.load(f)
X_train, y_train = train['features'], train['labels']
X_valid, y_valid = valid['features'], valid['labels']
X_test, y_test = test['features'], test['labels']
Step 1: Dataset Summary & Exploration¶
The pickled data is a dictionary with 4 key/value pairs:
'features'is a 4D array containing raw pixel data of the traffic sign images, (num examples, width, height, channels).'labels'is a 1D array containing the label/class id of the traffic sign. The filesignnames.csvcontains id -> name mappings for each id.'sizes'is a list containing tuples, (width, height) representing the original width and height the image.'coords'is a list containing tuples, (x1, y1, x2, y2) representing coordinates of a bounding box around the sign in the image. THESE COORDINATES ASSUME THE ORIGINAL IMAGE. THE PICKLED DATA CONTAINS RESIZED VERSIONS (32 by 32) OF THESE IMAGES
Complete the basic data summary below. Use python, numpy and/or pandas methods to calculate the data summary rather than hard coding the results. For example, the pandas shape method might be useful for calculating some of the summary results.
Provide a Basic Summary of the Data Set Using Python, Numpy and/or Pandas¶
In [7]:
### Replace each question mark with the appropriate value.
### Use python, pandas or numpy methods rather than hard coding the results
# TODO: Number of training examples
n_train = len(X_train)
# TODO: Number of testing examples.
n_test = len(X_test)
# TODO: What's the shape of an traffic sign image?
image_shape = X_train[0].shape
# TODO: How many unique classes/labels there are in the dataset.
n_classes = len(set(train['labels']))
print("Number of training examples =", n_train)
print("Number of testing examples =", n_test)
print("Image data shape =", image_shape)
print("Number of classes =", n_classes)
Number of training examples = 34799 Number of testing examples = 12630 Image data shape = (32, 32, 3) Number of classes = 43
Include an exploratory visualization of the dataset¶
Visualize the German Traffic Signs Dataset using the pickled file(s). This is open ended, suggestions include: plotting traffic sign images, plotting the count of each sign, etc.
The Matplotlib examples and gallery pages are a great resource for doing visualizations in Python.
NOTE: It's recommended you start with something simple first. If you wish to do more, come back to it after you've completed the rest of the sections.
In [8]:
### Data exploration visualization code goes here.
### Feel free to use as many code cells as needed.
import matplotlib.pyplot as plt
import pandas as pd
import random
# Visualizations will be shown in the notebook.
%matplotlib inline
sn = pd.read_csv('signnames.csv')
signnames = list(sn.SignName)
def show_image(location , title , img):
plt.subplot(*location)
plt.title(title,fontsize = 8)
plt.axis('off')
if len(img.shape)== 3:
plt.imshow(img)
else:
plt.imshow(img,cmap='gray')
# plot random set of images for each sign class
plt.figure(figsize=(12,15))
for sign in range(n_classes):
[index] = random.sample(list(np.where(y_train==sign)[0]),1)
show_image((11,4,sign+1),signnames[sign],X_train[index])
# plot bar chart showing number of samples per traffic sign
number_of_images_per_trafficsign = []
for i in range(0,n_classes):
number_of_images_per_trafficsign.append(list(y_train).count(i))
bar_width = 0.75
index = np.arange(n_classes)
fig, ax = plt.subplots()
fig.set_size_inches(15, 10)
rects1 = ax.bar(index, number_of_images_per_trafficsign,bar_width, color='b')
plt.ylabel('samples')
plt.title('Samples per traffic sign')
plt.xticks(index , signnames,rotation='vertical',verticalalignment='top')
plt.show()
Step 2: Design and Test a Model Architecture¶
Design and implement a deep learning model that learns to recognize traffic signs. Train and test your model on the German Traffic Sign Dataset.
The LeNet-5 implementation shown in the classroom at the end of the CNN lesson is a solid starting point. You'll have to change the number of classes and possibly the preprocessing, but aside from that it's plug and play!
With the LeNet-5 solution from the lecture, you should expect a validation set accuracy of about 0.89. To meet specifications, the validation set accuracy will need to be at least 0.93. It is possible to get an even higher accuracy, but 0.93 is the minimum for a successful project submission.
There are various aspects to consider when thinking about this problem:
- Neural network architecture (is the network over or underfitting?)
- Play around preprocessing techniques (normalization, rgb to grayscale, etc)
- Number of examples per label (some have more than others).
- Generate fake data.
Here is an example of a published baseline model on this problem. It's not required to be familiar with the approach used in the paper but, it's good practice to try to read papers like these.
Pre-process the Data Set (normalization, grayscale, etc.)¶
Use the code cell (or multiple code cells, if necessary) to implement the first step of your project.
In [9]:
### Preprocess the data here. Preprocessing steps could include normalization, converting to grayscale, etc.
### Feel free to use as many code cells as needed.
import cv2 ,random
from sklearn.utils import shuffle
random.seed(7)
def convert_to_gray(data):
gray_image_array = []
for img in data:
gray_image_array.append(cv2.cvtColor(img, cv2.COLOR_RGB2GRAY))
return gray_image_array
def normalize(data):
normalize_array = []
for gray_img in data:
normalize_array.append((gray_img) /255)
return normalize_array
def one_hot_encode(labels):
one_hot_encoding = []
for label in labels:
temp = np.zeros([43],dtype = int)
temp[label] = 1
one_hot_encoding.append(temp)
return one_hot_encoding
def augment_data(x_data,y_data):
x = []
y = []
for index,data in enumerate(x_data):
x.append(data)
x.append(np.roll(data, 3, axis=0))
x.append(np.roll(data, -3, axis=0))
x.append(np.roll(data, 3, axis=1))
x.append(np.roll(data, -3, axis=1))
clahe = cv2.createCLAHE(clipLimit=2.0, tileGridSize=(8,8))
cl1 = clahe.apply(data)
x.append(cl1)
for i in range(1,7,1):
y.append(y_data[index])
return x,y
def reshape(data):
reshape_list = []
shape = (image_shape[0],image_shape[0],1)
for i in data:
temp = np.reshape(i,shape)
reshape_list.append(temp)
return reshape_list
new_list =list(convert_to_gray(X_train))
X_train = new_list
X_train,y_train = augment_data(X_train,y_train)
X_train = normalize(X_train)
X_train = reshape(X_train)
new_list =list(convert_to_gray(X_valid))
X_valid = new_list
X_valid = normalize(X_valid)
X_valid = reshape(X_valid)
new_list =list(convert_to_gray(X_test))
X_test = new_list
X_test = normalize(X_test)
X_test = reshape(X_test)
#update number of samples
n_train = len(X_train)
y_train = one_hot_encode(y_train)
y_valid = one_hot_encode(y_valid)
y_test = one_hot_encode(y_test)
Model Architecture¶
In [10]:
### Define your architecture here.
### Feel free to use as many code cells as needed.
import tensorflow as tf
import math
learning_rate = 0.001
epochs = 30
batch_size = 128
test_valid_size = 256
dropout =0.75
mu = 0
sigma = 0.1
def weights():
weights = {
"w1" : tf.Variable(tf.truncated_normal(shape =(5,5,1,6),stddev= sigma, mean=mu)),
"w2" : tf.Variable(tf.truncated_normal(shape =(5,5,6,16),stddev= sigma, mean=mu)),
"wfc1" : tf.Variable(tf.truncated_normal(shape =(400,120),stddev= sigma, mean=mu)),
"wfc2" : tf.Variable(tf.truncated_normal(shape =(120,84),stddev= sigma, mean=mu)),
"wout" : tf.Variable(tf.truncated_normal(shape =(84,n_classes),stddev= sigma, mean=mu))
}
return weights
def bias():
bias = {
"b1" : tf.Variable(tf.zeros(6)),
"b2" : tf.Variable(tf.zeros(16)),
"bfc1" : tf.Variable(tf.zeros(120)),
"bfc2" : tf.Variable(tf.zeros(84)),
"bout" : tf.Variable(tf.zeros([n_classes]))
}
return bias
def conv2d(x,weights,bias,strides = 1):
x = tf.nn.conv2d(x,weights,strides=[1,strides,strides,1],padding='VALID')
x = tf.nn.bias_add(x,bias)
return tf.nn.elu(x)
def maxpool2d(x,k=2):
return tf.nn.max_pool(x,ksize = [1,k,k,1],strides = [1,k,k,1],padding ='VALID')
def convnet(x,weights,bias,dropout):
conv1 = conv2d(x, weights['w1'], bias['b1'])
conv1 = maxpool2d(conv1, k=2)
conv2 = conv2d(conv1, weights['w2'], bias['b2'])
conv2 = maxpool2d(conv2, k=2)
fc1 = tf.reshape(conv2, [-1, weights['wfc1'].get_shape().as_list()[0]])
fc1 = tf.add(tf.matmul(fc1, weights['wfc1']), bias['bfc1'])
fc1 = tf.nn.elu(fc1)
fc1 = tf.nn.dropout(fc1, dropout)
fc2 = tf.reshape(fc1, [-1,weights['wfc2'].get_shape().as_list()[0]])
fc2 = tf.add(tf.matmul(fc2, weights['wfc2']), bias['bfc2'])
fc2 = tf.nn.elu(fc2)
fc2 = tf.nn.dropout(fc2, dropout)
out = tf.add(tf.matmul(fc2, weights['wout']), bias['bout'])
return out
Train, Validate and Test the Model¶
A validation set can be used to assess how well the model is performing. A low accuracy on the training and validation sets imply underfitting. A high accuracy on the training set but low accuracy on the validation set implies overfitting.
In [6]:
### Train your model here.
### Calculate and report the accuracy on the training and validation set.
### Once a final model architecture is selected,
### the accuracy on the test set should be calculated and reported as well.
### Feel free to use as many code cells as needed.
# tf Graph input
x = tf.placeholder(tf.float32,[None,image_shape[0],image_shape[0],1])
y = tf.placeholder(tf.int32,(None,43))
keep_prob = tf.placeholder(tf.float32)
# Model
logits = convnet(x,weights(),bias(),dropout)
# Define loss and optimizer
cost = tf.reduce_mean(tf.nn.softmax_cross_entropy_with_logits(logits=logits, labels=y))
optimizer = tf.train.AdamOptimizer(learning_rate=learning_rate).minimize(cost)
# Accuracy
correct_pred = tf.equal(tf.argmax(logits, 1), tf.argmax(y, 1))
accuracy = tf.reduce_mean(tf.cast(correct_pred, tf.float32))
# Initializing the variables
init = tf. global_variables_initializer()
# evaluate function
def evaluate(X_data, y_data):
num_exmaples = len(X_data)
total_accuracy = 0
sess = tf.get_default_session()
for offset in range(0,num_exmaples,batch_size):
batch_x, batch_y = X_data[offset:offset+batch_size],y_data[offset:offset+batch_size]
acc = sess.run(accuracy, feed_dict={x:batch_x,y:batch_y,keep_prob: 1})
total_accuracy += (acc * len(batch_x))
return total_accuracy/len(X_data)
saver = tf.train.Saver()
save_file = './model.ckpt'
with tf.Session() as sess:
tf.set_random_seed(7)
sess.run(init)
for epoch in range(epochs):
X_train, y_train = shuffle(X_train, y_train)
for offset in range(0, n_train, batch_size):
end = offset + batch_size
batch_x, batch_y = X_train[offset:end], y_train[offset:end]
sess.run(optimizer, feed_dict={
x: batch_x,
y: batch_y,
keep_prob: dropout})
# Calculate batch loss and accuracy
loss = sess.run(cost, feed_dict={
x: batch_x,
y: batch_y,
keep_prob: 1.})
valid_acc = evaluate(X_valid, y_valid)
print('Epoch {:>2}, Batch {:>3} -''Loss: {:>10.4f} Validation Accuracy: {:.6f}%'.format(
epoch + 1,
offset + 1,
loss,
valid_acc * 100))
# Calculate Test Accuracy
test_acc = evaluate(X_test, y_test)
print('Testing Accuracy: {}%'.format(test_acc * 100))
saver.save(sess, save_file)
print('model Saved')
Epoch 1, Batch 1 -Loss: 3.7598 Validation Accuracy: 2.176871% Epoch 1, Batch 129 -Loss: 3.6916 Validation Accuracy: 2.857143% Epoch 1, Batch 257 -Loss: 3.6770 Validation Accuracy: 3.900227% Epoch 1, Batch 385 -Loss: 3.6883 Validation Accuracy: 4.535147% Epoch 1, Batch 513 -Loss: 3.6884 Validation Accuracy: 5.328798% Epoch 1, Batch 641 -Loss: 3.6659 Validation Accuracy: 5.374150% Epoch 1, Batch 769 -Loss: 3.6158 Validation Accuracy: 5.396825% Epoch 1, Batch 897 -Loss: 3.6496 Validation Accuracy: 5.442177% Epoch 1, Batch 1025 -Loss: 3.6136 Validation Accuracy: 5.238095% Epoch 1, Batch 1153 -Loss: 3.5652 Validation Accuracy: 5.034014% Epoch 1, Batch 1281 -Loss: 3.5598 Validation Accuracy: 5.578231% Epoch 1, Batch 1409 -Loss: 3.6714 Validation Accuracy: 5.283447% Epoch 1, Batch 1537 -Loss: 3.6589 Validation Accuracy: 5.238095% Epoch 1, Batch 1665 -Loss: 3.6074 Validation Accuracy: 5.646259% Epoch 1, Batch 1793 -Loss: 3.4422 Validation Accuracy: 5.328798% Epoch 1, Batch 1921 -Loss: 3.4929 Validation Accuracy: 5.646259% Epoch 1, Batch 2049 -Loss: 3.4616 Validation Accuracy: 6.145125% Epoch 1, Batch 2177 -Loss: 3.5980 Validation Accuracy: 5.306122% Epoch 1, Batch 2305 -Loss: 3.4467 Validation Accuracy: 5.782313% Epoch 1, Batch 2433 -Loss: 3.4591 Validation Accuracy: 5.804989% Epoch 1, Batch 2561 -Loss: 3.5672 Validation Accuracy: 6.099773% Epoch 1, Batch 2689 -Loss: 3.5376 Validation Accuracy: 6.054422% Epoch 1, Batch 2817 -Loss: 3.5600 Validation Accuracy: 6.643991% Epoch 1, Batch 2945 -Loss: 3.5707 Validation Accuracy: 7.233560% Epoch 1, Batch 3073 -Loss: 3.5495 Validation Accuracy: 7.074830% Epoch 1, Batch 3201 -Loss: 3.4396 Validation Accuracy: 7.324263% Epoch 1, Batch 3329 -Loss: 3.5249 Validation Accuracy: 6.553288% Epoch 1, Batch 3457 -Loss: 3.4743 Validation Accuracy: 7.619048% Epoch 1, Batch 3585 -Loss: 3.4857 Validation Accuracy: 7.233560% Epoch 1, Batch 3713 -Loss: 3.4817 Validation Accuracy: 7.392290% Epoch 1, Batch 3841 -Loss: 3.4874 Validation Accuracy: 7.414966% Epoch 1, Batch 3969 -Loss: 3.4736 Validation Accuracy: 7.959184% Epoch 1, Batch 4097 -Loss: 3.5070 Validation Accuracy: 8.458050% Epoch 1, Batch 4225 -Loss: 3.5293 Validation Accuracy: 7.800454% Epoch 1, Batch 4353 -Loss: 3.4558 Validation Accuracy: 7.823129% Epoch 1, Batch 4481 -Loss: 3.4558 Validation Accuracy: 8.730159% Epoch 1, Batch 4609 -Loss: 3.5599 Validation Accuracy: 8.004535% Epoch 1, Batch 4737 -Loss: 3.4256 Validation Accuracy: 8.117914% Epoch 1, Batch 4865 -Loss: 3.3570 Validation Accuracy: 8.095238% Epoch 1, Batch 4993 -Loss: 3.3801 Validation Accuracy: 8.458050% Epoch 1, Batch 5121 -Loss: 3.4980 Validation Accuracy: 7.823129% Epoch 1, Batch 5249 -Loss: 3.3936 Validation Accuracy: 8.662132% Epoch 1, Batch 5377 -Loss: 3.4676 Validation Accuracy: 8.730159% Epoch 1, Batch 5505 -Loss: 3.4031 Validation Accuracy: 8.367347% Epoch 1, Batch 5633 -Loss: 3.5144 Validation Accuracy: 8.934240% Epoch 1, Batch 5761 -Loss: 3.5278 Validation Accuracy: 9.319728% Epoch 1, Batch 5889 -Loss: 3.3885 Validation Accuracy: 9.183673% Epoch 1, Batch 6017 -Loss: 3.3903 Validation Accuracy: 9.614512% Epoch 1, Batch 6145 -Loss: 3.4276 Validation Accuracy: 9.637188% Epoch 1, Batch 6273 -Loss: 3.3695 Validation Accuracy: 10.068027% Epoch 1, Batch 6401 -Loss: 3.3815 Validation Accuracy: 9.682540% Epoch 1, Batch 6529 -Loss: 3.4763 Validation Accuracy: 10.226757% Epoch 1, Batch 6657 -Loss: 3.4165 Validation Accuracy: 11.065760% Epoch 1, Batch 6785 -Loss: 3.2836 Validation Accuracy: 11.292517% Epoch 1, Batch 6913 -Loss: 3.3384 Validation Accuracy: 11.723356% Epoch 1, Batch 7041 -Loss: 3.4247 Validation Accuracy: 11.564626% Epoch 1, Batch 7169 -Loss: 3.3746 Validation Accuracy: 10.997732% Epoch 1, Batch 7297 -Loss: 3.3651 Validation Accuracy: 11.133787% Epoch 1, Batch 7425 -Loss: 3.4151 Validation Accuracy: 11.632653% Epoch 1, Batch 7553 -Loss: 3.4483 Validation Accuracy: 11.179138% Epoch 1, Batch 7681 -Loss: 3.2024 Validation Accuracy: 11.723356% Epoch 1, Batch 7809 -Loss: 3.3851 Validation Accuracy: 11.383220% Epoch 1, Batch 7937 -Loss: 3.3316 Validation Accuracy: 11.247166% Epoch 1, Batch 8065 -Loss: 3.2035 Validation Accuracy: 11.405896% Epoch 1, Batch 8193 -Loss: 3.3256 Validation Accuracy: 11.768707% Epoch 1, Batch 8321 -Loss: 3.3580 Validation Accuracy: 12.630385% Epoch 1, Batch 8449 -Loss: 3.4159 Validation Accuracy: 12.947846% Epoch 1, Batch 8577 -Loss: 3.2335 Validation Accuracy: 13.628118% Epoch 1, Batch 8705 -Loss: 3.3456 Validation Accuracy: 13.854875% Epoch 1, Batch 8833 -Loss: 3.3079 Validation Accuracy: 14.943311% Epoch 1, Batch 8961 -Loss: 3.3946 Validation Accuracy: 14.376417% Epoch 1, Batch 9089 -Loss: 3.3126 Validation Accuracy: 15.079365% Epoch 1, Batch 9217 -Loss: 3.3337 Validation Accuracy: 14.829932% Epoch 1, Batch 9345 -Loss: 3.2808 Validation Accuracy: 14.875283% Epoch 1, Batch 9473 -Loss: 3.2357 Validation Accuracy: 14.739229% Epoch 1, Batch 9601 -Loss: 3.1761 Validation Accuracy: 14.353741% Epoch 1, Batch 9729 -Loss: 3.2061 Validation Accuracy: 14.920635% Epoch 1, Batch 9857 -Loss: 3.2687 Validation Accuracy: 15.600907% Epoch 1, Batch 9985 -Loss: 3.2872 Validation Accuracy: 15.918367% Epoch 1, Batch 10113 -Loss: 3.3202 Validation Accuracy: 17.052154% Epoch 1, Batch 10241 -Loss: 3.2078 Validation Accuracy: 16.848073% Epoch 1, Batch 10369 -Loss: 3.1274 Validation Accuracy: 17.346939% Epoch 1, Batch 10497 -Loss: 3.3350 Validation Accuracy: 17.369615% Epoch 1, Batch 10625 -Loss: 3.1116 Validation Accuracy: 18.049887% Epoch 1, Batch 10753 -Loss: 3.2711 Validation Accuracy: 19.410431% Epoch 1, Batch 10881 -Loss: 3.2549 Validation Accuracy: 18.934240% Epoch 1, Batch 11009 -Loss: 3.1944 Validation Accuracy: 20.249433% Epoch 1, Batch 11137 -Loss: 3.1666 Validation Accuracy: 19.977324% Epoch 1, Batch 11265 -Loss: 3.1550 Validation Accuracy: 20.068027% Epoch 1, Batch 11393 -Loss: 3.0335 Validation Accuracy: 19.841270% Epoch 1, Batch 11521 -Loss: 3.1351 Validation Accuracy: 20.453515% Epoch 1, Batch 11649 -Loss: 3.2203 Validation Accuracy: 20.317460% Epoch 1, Batch 11777 -Loss: 3.2749 Validation Accuracy: 20.861678% Epoch 1, Batch 11905 -Loss: 3.0212 Validation Accuracy: 19.841270% Epoch 1, Batch 12033 -Loss: 2.9662 Validation Accuracy: 20.022676% Epoch 1, Batch 12161 -Loss: 3.1811 Validation Accuracy: 20.022676% Epoch 1, Batch 12289 -Loss: 3.1533 Validation Accuracy: 20.702948% Epoch 1, Batch 12417 -Loss: 3.0687 Validation Accuracy: 20.362812% Epoch 1, Batch 12545 -Loss: 2.9867 Validation Accuracy: 20.498866% Epoch 1, Batch 12673 -Loss: 3.0450 Validation Accuracy: 20.725624% Epoch 1, Batch 12801 -Loss: 3.0149 Validation Accuracy: 22.517007% Epoch 1, Batch 12929 -Loss: 2.9522 Validation Accuracy: 22.131519% Epoch 1, Batch 13057 -Loss: 2.9045 Validation Accuracy: 22.018141% Epoch 1, Batch 13185 -Loss: 2.9185 Validation Accuracy: 22.562358% Epoch 1, Batch 13313 -Loss: 2.9579 Validation Accuracy: 22.607710% Epoch 1, Batch 13441 -Loss: 2.9577 Validation Accuracy: 22.517007% Epoch 1, Batch 13569 -Loss: 2.9291 Validation Accuracy: 22.743764% Epoch 1, Batch 13697 -Loss: 2.9125 Validation Accuracy: 23.764172% Epoch 1, Batch 13825 -Loss: 2.9402 Validation Accuracy: 23.356009% Epoch 1, Batch 13953 -Loss: 2.9864 Validation Accuracy: 23.492063% Epoch 1, Batch 14081 -Loss: 3.0614 Validation Accuracy: 24.875283% Epoch 1, Batch 14209 -Loss: 2.8803 Validation Accuracy: 25.668934% Epoch 1, Batch 14337 -Loss: 2.8101 Validation Accuracy: 26.054422% Epoch 1, Batch 14465 -Loss: 2.8409 Validation Accuracy: 26.689342% Epoch 1, Batch 14593 -Loss: 2.7335 Validation Accuracy: 26.757370% Epoch 1, Batch 14721 -Loss: 2.8740 Validation Accuracy: 27.233560% Epoch 1, Batch 14849 -Loss: 2.7844 Validation Accuracy: 26.802721% Epoch 1, Batch 14977 -Loss: 2.7392 Validation Accuracy: 27.120181% Epoch 1, Batch 15105 -Loss: 2.7239 Validation Accuracy: 26.802721% Epoch 1, Batch 15233 -Loss: 2.8734 Validation Accuracy: 27.551020% Epoch 1, Batch 15361 -Loss: 2.7973 Validation Accuracy: 28.843537% Epoch 1, Batch 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Validation Accuracy: 79.365079% Epoch 1, Batch 118145 -Loss: 0.6551 Validation Accuracy: 79.297052% Epoch 1, Batch 118273 -Loss: 0.5325 Validation Accuracy: 78.843537% Epoch 1, Batch 118401 -Loss: 0.7463 Validation Accuracy: 79.115646% Epoch 1, Batch 118529 -Loss: 0.8487 Validation Accuracy: 80.000000% Epoch 1, Batch 118657 -Loss: 0.6582 Validation Accuracy: 80.113379% Epoch 1, Batch 118785 -Loss: 0.7284 Validation Accuracy: 79.750567% Epoch 1, Batch 118913 -Loss: 0.6974 Validation Accuracy: 80.317460% Epoch 1, Batch 119041 -Loss: 0.6387 Validation Accuracy: 80.272109% Epoch 1, Batch 119169 -Loss: 0.7078 Validation Accuracy: 80.068027% Epoch 1, Batch 119297 -Loss: 0.6684 Validation Accuracy: 79.138322% Epoch 1, Batch 119425 -Loss: 0.7958 Validation Accuracy: 79.977324% Epoch 1, Batch 119553 -Loss: 0.7056 Validation Accuracy: 80.884354% Epoch 1, Batch 119681 -Loss: 0.8528 Validation Accuracy: 79.251701% Epoch 1, Batch 119809 -Loss: 0.6781 Validation Accuracy: 80.068027% Epoch 1, Batch 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Validation Accuracy: 80.113379% Epoch 1, Batch 123777 -Loss: 0.6371 Validation Accuracy: 80.430839% Epoch 1, Batch 123905 -Loss: 0.5999 Validation Accuracy: 79.795918% Epoch 1, Batch 124033 -Loss: 0.8359 Validation Accuracy: 80.113379% Epoch 1, Batch 124161 -Loss: 0.9017 Validation Accuracy: 80.136054% Epoch 1, Batch 124289 -Loss: 0.8783 Validation Accuracy: 80.839002% Epoch 1, Batch 124417 -Loss: 1.0530 Validation Accuracy: 80.498866% Epoch 1, Batch 124545 -Loss: 0.7981 Validation Accuracy: 80.680272% Epoch 1, Batch 124673 -Loss: 0.5626 Validation Accuracy: 80.793651% Epoch 1, Batch 124801 -Loss: 0.8774 Validation Accuracy: 80.476190% Epoch 1, Batch 124929 -Loss: 0.7893 Validation Accuracy: 80.408163% Epoch 1, Batch 125057 -Loss: 0.6583 Validation Accuracy: 79.954649% Epoch 1, Batch 125185 -Loss: 0.9032 Validation Accuracy: 80.181406% Epoch 1, Batch 125313 -Loss: 0.8621 Validation Accuracy: 80.725624% Epoch 1, Batch 125441 -Loss: 0.9013 Validation Accuracy: 79.977324% Epoch 1, Batch 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Validation Accuracy: 81.519274% Epoch 1, Batch 140673 -Loss: 0.6708 Validation Accuracy: 81.111111% Epoch 1, Batch 140801 -Loss: 0.6606 Validation Accuracy: 82.834467% Epoch 1, Batch 140929 -Loss: 0.7869 Validation Accuracy: 82.335601% Epoch 1, Batch 141057 -Loss: 0.6838 Validation Accuracy: 81.179138% Epoch 1, Batch 141185 -Loss: 0.7230 Validation Accuracy: 81.292517% Epoch 1, Batch 141313 -Loss: 0.7108 Validation Accuracy: 81.224490% Epoch 1, Batch 141441 -Loss: 0.7576 Validation Accuracy: 81.655329% Epoch 1, Batch 141569 -Loss: 0.7545 Validation Accuracy: 81.405896% Epoch 1, Batch 141697 -Loss: 0.8335 Validation Accuracy: 81.836735% Epoch 1, Batch 141825 -Loss: 0.6541 Validation Accuracy: 82.335601% Epoch 1, Batch 141953 -Loss: 0.8246 Validation Accuracy: 81.700680% Epoch 1, Batch 142081 -Loss: 0.7408 Validation Accuracy: 81.927438% Epoch 1, Batch 142209 -Loss: 0.6824 Validation Accuracy: 81.405896% Epoch 1, Batch 142337 -Loss: 0.9859 Validation Accuracy: 81.632653% Epoch 1, Batch 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Validation Accuracy: 82.040816% Epoch 1, Batch 146305 -Loss: 0.6414 Validation Accuracy: 82.222222% Epoch 1, Batch 146433 -Loss: 0.8195 Validation Accuracy: 81.814059% Epoch 1, Batch 146561 -Loss: 0.6234 Validation Accuracy: 81.700680% Epoch 1, Batch 146689 -Loss: 0.5756 Validation Accuracy: 81.519274% Epoch 1, Batch 146817 -Loss: 0.7279 Validation Accuracy: 82.018141% Epoch 1, Batch 146945 -Loss: 0.6590 Validation Accuracy: 81.247166% Epoch 1, Batch 147073 -Loss: 0.8557 Validation Accuracy: 82.108844% Epoch 1, Batch 147201 -Loss: 0.5245 Validation Accuracy: 81.587302% Epoch 1, Batch 147329 -Loss: 0.7535 Validation Accuracy: 81.746032% Epoch 1, Batch 147457 -Loss: 0.5428 Validation Accuracy: 81.836735% Epoch 1, Batch 147585 -Loss: 0.6544 Validation Accuracy: 81.360544% Epoch 1, Batch 147713 -Loss: 0.7598 Validation Accuracy: 82.018141% Epoch 1, Batch 147841 -Loss: 0.7521 Validation Accuracy: 81.927438% Epoch 1, Batch 147969 -Loss: 0.6985 Validation Accuracy: 81.995465% Epoch 1, Batch 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Validation Accuracy: 83.174603% Epoch 1, Batch 151937 -Loss: 0.6192 Validation Accuracy: 82.947846% Epoch 1, Batch 152065 -Loss: 0.7751 Validation Accuracy: 83.015873% Epoch 1, Batch 152193 -Loss: 0.6718 Validation Accuracy: 82.244898% Epoch 1, Batch 152321 -Loss: 0.8127 Validation Accuracy: 82.653061% Epoch 1, Batch 152449 -Loss: 0.5792 Validation Accuracy: 82.380952% Epoch 1, Batch 152577 -Loss: 0.7668 Validation Accuracy: 82.358277% Epoch 1, Batch 152705 -Loss: 0.6398 Validation Accuracy: 82.448980% Epoch 1, Batch 152833 -Loss: 0.7081 Validation Accuracy: 81.904762% Epoch 1, Batch 152961 -Loss: 0.6446 Validation Accuracy: 81.814059% Epoch 1, Batch 153089 -Loss: 0.6811 Validation Accuracy: 81.428571% Epoch 1, Batch 153217 -Loss: 0.5912 Validation Accuracy: 81.768708% Epoch 1, Batch 153345 -Loss: 0.6248 Validation Accuracy: 81.678005% Epoch 1, Batch 153473 -Loss: 0.6276 Validation Accuracy: 82.018141% Epoch 1, Batch 153601 -Loss: 0.7710 Validation Accuracy: 82.653061% Epoch 1, Batch 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Validation Accuracy: 82.562358% Epoch 1, Batch 157569 -Loss: 0.5417 Validation Accuracy: 81.768707% Epoch 1, Batch 157697 -Loss: 0.8378 Validation Accuracy: 81.814059% Epoch 1, Batch 157825 -Loss: 0.6042 Validation Accuracy: 81.201814% Epoch 1, Batch 157953 -Loss: 0.5657 Validation Accuracy: 81.950113% Epoch 1, Batch 158081 -Loss: 0.6015 Validation Accuracy: 81.814059% Epoch 1, Batch 158209 -Loss: 0.5964 Validation Accuracy: 82.721088% Epoch 1, Batch 158337 -Loss: 0.6999 Validation Accuracy: 82.448980% Epoch 1, Batch 158465 -Loss: 0.6252 Validation Accuracy: 81.383220% Epoch 1, Batch 158593 -Loss: 0.7081 Validation Accuracy: 81.405896% Epoch 1, Batch 158721 -Loss: 0.6550 Validation Accuracy: 81.201814% Epoch 1, Batch 158849 -Loss: 0.5725 Validation Accuracy: 82.426304% Epoch 1, Batch 158977 -Loss: 0.6094 Validation Accuracy: 82.222222% Epoch 1, Batch 159105 -Loss: 0.6138 Validation Accuracy: 82.970522% Epoch 1, Batch 159233 -Loss: 0.6604 Validation Accuracy: 83.333333% Epoch 1, Batch 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Validation Accuracy: 83.424036% Epoch 1, Batch 163201 -Loss: 0.5764 Validation Accuracy: 82.925170% Epoch 1, Batch 163329 -Loss: 0.5118 Validation Accuracy: 83.356009% Epoch 1, Batch 163457 -Loss: 0.5723 Validation Accuracy: 83.151927% Epoch 1, Batch 163585 -Loss: 0.6914 Validation Accuracy: 83.333333% Epoch 1, Batch 163713 -Loss: 0.5797 Validation Accuracy: 83.537415% Epoch 1, Batch 163841 -Loss: 0.8184 Validation Accuracy: 84.126984% Epoch 1, Batch 163969 -Loss: 0.6171 Validation Accuracy: 83.015873% Epoch 1, Batch 164097 -Loss: 0.5114 Validation Accuracy: 83.877551% Epoch 1, Batch 164225 -Loss: 0.5267 Validation Accuracy: 83.922903% Epoch 1, Batch 164353 -Loss: 0.5589 Validation Accuracy: 83.990930% Epoch 1, Batch 164481 -Loss: 0.5579 Validation Accuracy: 83.582766% Epoch 1, Batch 164609 -Loss: 0.9622 Validation Accuracy: 84.263039% Epoch 1, Batch 164737 -Loss: 0.5439 Validation Accuracy: 84.013605% Epoch 1, Batch 164865 -Loss: 0.6537 Validation Accuracy: 83.673469% Epoch 1, Batch 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Validation Accuracy: 83.537415% Epoch 1, Batch 168833 -Loss: 0.6063 Validation Accuracy: 83.401361% Epoch 1, Batch 168961 -Loss: 0.5875 Validation Accuracy: 82.970522% Epoch 1, Batch 169089 -Loss: 0.6922 Validation Accuracy: 83.356009% Epoch 1, Batch 169217 -Loss: 0.7675 Validation Accuracy: 83.378685% Epoch 1, Batch 169345 -Loss: 0.5975 Validation Accuracy: 82.925170% Epoch 1, Batch 169473 -Loss: 0.7290 Validation Accuracy: 83.219955% Epoch 1, Batch 169601 -Loss: 0.5782 Validation Accuracy: 83.356009% Epoch 1, Batch 169729 -Loss: 0.5460 Validation Accuracy: 83.219955% Epoch 1, Batch 169857 -Loss: 0.5036 Validation Accuracy: 83.310658% Epoch 1, Batch 169985 -Loss: 0.4647 Validation Accuracy: 82.925170% Epoch 1, Batch 170113 -Loss: 0.7304 Validation Accuracy: 83.151927% Epoch 1, Batch 170241 -Loss: 0.5967 Validation Accuracy: 83.764172% Epoch 1, Batch 170369 -Loss: 0.5312 Validation Accuracy: 83.945578% Epoch 1, Batch 170497 -Loss: 0.8221 Validation Accuracy: 83.968254% Epoch 1, Batch 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Validation Accuracy: 83.673469% Epoch 1, Batch 174465 -Loss: 0.6027 Validation Accuracy: 83.990930% Epoch 1, Batch 174593 -Loss: 0.4642 Validation Accuracy: 83.786848% Epoch 1, Batch 174721 -Loss: 0.5717 Validation Accuracy: 83.854875% Epoch 1, Batch 174849 -Loss: 0.5269 Validation Accuracy: 83.492064% Epoch 1, Batch 174977 -Loss: 0.6292 Validation Accuracy: 83.378685% Epoch 1, Batch 175105 -Loss: 0.6203 Validation Accuracy: 82.811791% Epoch 1, Batch 175233 -Loss: 0.5780 Validation Accuracy: 83.832200% Epoch 1, Batch 175361 -Loss: 0.5801 Validation Accuracy: 83.764172% Epoch 1, Batch 175489 -Loss: 0.5820 Validation Accuracy: 83.151927% Epoch 1, Batch 175617 -Loss: 0.5728 Validation Accuracy: 82.834467% Epoch 1, Batch 175745 -Loss: 0.5774 Validation Accuracy: 82.517007% Epoch 1, Batch 175873 -Loss: 0.6080 Validation Accuracy: 83.650794% Epoch 1, Batch 176001 -Loss: 0.7382 Validation Accuracy: 83.537415% Epoch 1, Batch 176129 -Loss: 0.8160 Validation Accuracy: 83.038549% Epoch 1, Batch 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Validation Accuracy: 84.081633% Epoch 1, Batch 180097 -Loss: 0.4353 Validation Accuracy: 83.990930% Epoch 1, Batch 180225 -Loss: 0.4797 Validation Accuracy: 83.877551% Epoch 1, Batch 180353 -Loss: 0.5640 Validation Accuracy: 84.421769% Epoch 1, Batch 180481 -Loss: 0.6628 Validation Accuracy: 83.718821% Epoch 1, Batch 180609 -Loss: 0.6708 Validation Accuracy: 83.628118% Epoch 1, Batch 180737 -Loss: 0.5959 Validation Accuracy: 83.537415% Epoch 1, Batch 180865 -Loss: 0.6121 Validation Accuracy: 83.945578% Epoch 1, Batch 180993 -Loss: 0.6355 Validation Accuracy: 83.650794% Epoch 1, Batch 181121 -Loss: 0.5279 Validation Accuracy: 84.421769% Epoch 1, Batch 181249 -Loss: 0.5396 Validation Accuracy: 83.900227% Epoch 1, Batch 181377 -Loss: 0.5449 Validation Accuracy: 84.557823% Epoch 1, Batch 181505 -Loss: 0.7566 Validation Accuracy: 84.376417% Epoch 1, Batch 181633 -Loss: 0.5325 Validation Accuracy: 84.308390% Epoch 1, Batch 181761 -Loss: 0.5263 Validation Accuracy: 84.036281% Epoch 1, Batch 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Validation Accuracy: 84.807256% Epoch 1, Batch 185729 -Loss: 0.6141 Validation Accuracy: 84.126984% Epoch 1, Batch 185857 -Loss: 0.6010 Validation Accuracy: 84.240363% Epoch 1, Batch 185985 -Loss: 0.6423 Validation Accuracy: 84.648526% Epoch 1, Batch 186113 -Loss: 0.5617 Validation Accuracy: 84.875283% Epoch 1, Batch 186241 -Loss: 0.6374 Validation Accuracy: 84.217687% Epoch 1, Batch 186369 -Loss: 0.5186 Validation Accuracy: 85.034014% Epoch 1, Batch 186497 -Loss: 0.6673 Validation Accuracy: 84.693878% Epoch 1, Batch 186625 -Loss: 0.4385 Validation Accuracy: 84.535147% Epoch 1, Batch 186753 -Loss: 0.6690 Validation Accuracy: 84.693878% Epoch 1, Batch 186881 -Loss: 0.5915 Validation Accuracy: 84.807256% Epoch 1, Batch 187009 -Loss: 0.4486 Validation Accuracy: 83.990930% Epoch 1, Batch 187137 -Loss: 0.5164 Validation Accuracy: 83.945578% Epoch 1, Batch 187265 -Loss: 0.4466 Validation Accuracy: 85.056689% Epoch 1, Batch 187393 -Loss: 0.7741 Validation Accuracy: 84.421769% Epoch 1, Batch 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Validation Accuracy: 84.036281% Epoch 1, Batch 191361 -Loss: 0.5029 Validation Accuracy: 84.195011% Epoch 1, Batch 191489 -Loss: 0.3742 Validation Accuracy: 84.648526% Epoch 1, Batch 191617 -Loss: 0.6954 Validation Accuracy: 84.580499% Epoch 1, Batch 191745 -Loss: 0.6363 Validation Accuracy: 84.036281% Epoch 1, Batch 191873 -Loss: 0.4957 Validation Accuracy: 84.353742% Epoch 1, Batch 192001 -Loss: 0.5030 Validation Accuracy: 83.945578% Epoch 1, Batch 192129 -Loss: 0.7082 Validation Accuracy: 83.696145% Epoch 1, Batch 192257 -Loss: 0.6450 Validation Accuracy: 83.673469% Epoch 1, Batch 192385 -Loss: 0.7625 Validation Accuracy: 84.308390% Epoch 1, Batch 192513 -Loss: 0.4947 Validation Accuracy: 84.625850% Epoch 1, Batch 192641 -Loss: 0.4904 Validation Accuracy: 84.512472% Epoch 1, Batch 192769 -Loss: 0.5281 Validation Accuracy: 84.535147% Epoch 1, Batch 192897 -Loss: 0.6831 Validation Accuracy: 84.444444% Epoch 1, Batch 193025 -Loss: 0.5755 Validation Accuracy: 84.285714% Epoch 1, Batch 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Validation Accuracy: 83.786848% Epoch 1, Batch 196993 -Loss: 0.5030 Validation Accuracy: 83.945578% Epoch 1, Batch 197121 -Loss: 0.7383 Validation Accuracy: 84.013605% Epoch 1, Batch 197249 -Loss: 0.6496 Validation Accuracy: 85.056689% Epoch 1, Batch 197377 -Loss: 0.7068 Validation Accuracy: 84.671202% Epoch 1, Batch 197505 -Loss: 0.7394 Validation Accuracy: 84.693878% Epoch 1, Batch 197633 -Loss: 0.4790 Validation Accuracy: 84.580499% Epoch 1, Batch 197761 -Loss: 0.5861 Validation Accuracy: 84.263039% Epoch 1, Batch 197889 -Loss: 0.5092 Validation Accuracy: 84.240363% Epoch 1, Batch 198017 -Loss: 0.5952 Validation Accuracy: 84.058957% Epoch 1, Batch 198145 -Loss: 0.4205 Validation Accuracy: 84.603175% Epoch 1, Batch 198273 -Loss: 0.6957 Validation Accuracy: 84.467120% Epoch 1, Batch 198401 -Loss: 0.5662 Validation Accuracy: 84.421769% Epoch 1, Batch 198529 -Loss: 0.6571 Validation Accuracy: 84.172336% Epoch 1, Batch 198657 -Loss: 0.7910 Validation Accuracy: 84.739229% Epoch 1, Batch 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Validation Accuracy: 84.104308% Epoch 1, Batch 202625 -Loss: 0.6103 Validation Accuracy: 84.308390% Epoch 1, Batch 202753 -Loss: 0.5456 Validation Accuracy: 84.399093% Epoch 1, Batch 202881 -Loss: 0.5719 Validation Accuracy: 84.535147% Epoch 1, Batch 203009 -Loss: 0.5180 Validation Accuracy: 84.467120% Epoch 1, Batch 203137 -Loss: 0.4373 Validation Accuracy: 85.056689% Epoch 1, Batch 203265 -Loss: 0.6992 Validation Accuracy: 85.283447% Epoch 1, Batch 203393 -Loss: 0.5474 Validation Accuracy: 84.920635% Epoch 1, Batch 203521 -Loss: 0.6662 Validation Accuracy: 85.782313% Epoch 1, Batch 203649 -Loss: 0.3969 Validation Accuracy: 85.691610% Epoch 1, Batch 203777 -Loss: 0.7590 Validation Accuracy: 85.351474% Epoch 1, Batch 203905 -Loss: 0.6592 Validation Accuracy: 85.736961% Epoch 1, Batch 204033 -Loss: 0.5724 Validation Accuracy: 85.192744% Epoch 1, Batch 204161 -Loss: 0.5102 Validation Accuracy: 85.215419% Epoch 1, Batch 204289 -Loss: 0.6211 Validation Accuracy: 84.852608% Epoch 1, Batch 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Validation Accuracy: 85.714286% Epoch 2, Batch 68097 -Loss: 0.4518 Validation Accuracy: 86.009070% Epoch 2, Batch 68225 -Loss: 0.5747 Validation Accuracy: 86.145125% Epoch 2, Batch 68353 -Loss: 0.5678 Validation Accuracy: 87.165533% Epoch 2, Batch 68481 -Loss: 0.4112 Validation Accuracy: 86.553288% Epoch 2, Batch 68609 -Loss: 0.5480 Validation Accuracy: 86.621315% Epoch 2, Batch 68737 -Loss: 0.3762 Validation Accuracy: 86.666667% Epoch 2, Batch 68865 -Loss: 0.5652 Validation Accuracy: 86.825397% Epoch 2, Batch 68993 -Loss: 0.2917 Validation Accuracy: 85.759637% Epoch 2, Batch 69121 -Loss: 0.3858 Validation Accuracy: 86.553288% Epoch 2, Batch 69249 -Loss: 0.3542 Validation Accuracy: 86.031746% Epoch 2, Batch 69377 -Loss: 0.4004 Validation Accuracy: 86.530612% Epoch 2, Batch 69505 -Loss: 0.5295 Validation Accuracy: 86.734694% Epoch 2, Batch 69633 -Loss: 0.6198 Validation Accuracy: 86.439909% Epoch 2, Batch 69761 -Loss: 0.3440 Validation Accuracy: 85.668934% Epoch 2, Batch 69889 -Loss: 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-Loss: 0.4308 Validation Accuracy: 86.643991% Epoch 2, Batch 71937 -Loss: 0.4566 Validation Accuracy: 87.278912% Epoch 2, Batch 72065 -Loss: 0.4600 Validation Accuracy: 87.596372% Epoch 2, Batch 72193 -Loss: 0.4831 Validation Accuracy: 87.165533% Epoch 2, Batch 72321 -Loss: 0.4703 Validation Accuracy: 87.052154% Epoch 2, Batch 72449 -Loss: 0.4016 Validation Accuracy: 87.006803% Epoch 2, Batch 72577 -Loss: 0.2521 Validation Accuracy: 87.346939% Epoch 2, Batch 72705 -Loss: 0.4321 Validation Accuracy: 86.802721% Epoch 2, Batch 72833 -Loss: 0.5840 Validation Accuracy: 86.780045% Epoch 2, Batch 72961 -Loss: 0.3979 Validation Accuracy: 86.507937% Epoch 2, Batch 73089 -Loss: 0.3603 Validation Accuracy: 86.553288% Epoch 2, Batch 73217 -Loss: 0.3747 Validation Accuracy: 86.439909% Epoch 2, Batch 73345 -Loss: 0.5362 Validation Accuracy: 86.394558% Epoch 2, Batch 73473 -Loss: 0.4122 Validation Accuracy: 86.984127% Epoch 2, Batch 73601 -Loss: 0.5341 Validation Accuracy: 86.485261% Epoch 2, Batch 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Accuracy: 86.893424% Epoch 2, Batch 81409 -Loss: 0.4087 Validation Accuracy: 86.371882% Epoch 2, Batch 81537 -Loss: 0.4370 Validation Accuracy: 86.893424% Epoch 2, Batch 81665 -Loss: 0.2848 Validation Accuracy: 86.145125% Epoch 2, Batch 81793 -Loss: 0.3651 Validation Accuracy: 86.326531% Epoch 2, Batch 81921 -Loss: 0.4614 Validation Accuracy: 87.120181% Epoch 2, Batch 82049 -Loss: 0.3340 Validation Accuracy: 86.575964% Epoch 2, Batch 82177 -Loss: 0.5600 Validation Accuracy: 86.054422% Epoch 2, Batch 82305 -Loss: 0.3817 Validation Accuracy: 85.532880% Epoch 2, Batch 82433 -Loss: 0.4108 Validation Accuracy: 85.691610% Epoch 2, Batch 82561 -Loss: 0.3777 Validation Accuracy: 86.303855% Epoch 2, Batch 82689 -Loss: 0.5693 Validation Accuracy: 86.258503% Epoch 2, Batch 82817 -Loss: 0.4600 Validation Accuracy: 86.281179% Epoch 2, Batch 82945 -Loss: 0.4870 Validation Accuracy: 86.553288% Epoch 2, Batch 83073 -Loss: 0.4587 Validation Accuracy: 87.188209% Epoch 2, Batch 83201 -Loss: 0.4251 Validation Accuracy: 87.256236% Epoch 2, Batch 83329 -Loss: 0.3975 Validation Accuracy: 86.394558% Epoch 2, Batch 83457 -Loss: 0.5321 Validation Accuracy: 86.643991% Epoch 2, Batch 83585 -Loss: 0.4766 Validation Accuracy: 87.392290% Epoch 2, Batch 83713 -Loss: 0.3518 Validation Accuracy: 86.439909% Epoch 2, Batch 83841 -Loss: 0.3690 Validation Accuracy: 86.122449% Epoch 2, Batch 83969 -Loss: 0.4850 Validation Accuracy: 86.916100% Epoch 2, Batch 84097 -Loss: 0.4759 Validation Accuracy: 86.598639% Epoch 2, Batch 84225 -Loss: 0.3132 Validation Accuracy: 86.394558% Epoch 2, Batch 84353 -Loss: 0.4257 Validation Accuracy: 86.984127% Epoch 2, Batch 84481 -Loss: 0.3668 Validation Accuracy: 86.961451% Epoch 2, Batch 84609 -Loss: 0.4965 Validation Accuracy: 86.621315% Epoch 2, Batch 84737 -Loss: 0.4274 Validation Accuracy: 86.598639% Epoch 2, Batch 84865 -Loss: 0.4568 Validation Accuracy: 86.961451% Epoch 2, Batch 84993 -Loss: 0.6494 Validation Accuracy: 86.485261% Epoch 2, Batch 85121 -Loss: 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-Loss: 0.3906 Validation Accuracy: 86.712018% Epoch 2, Batch 87169 -Loss: 0.5729 Validation Accuracy: 86.984127% Epoch 2, Batch 87297 -Loss: 0.4864 Validation Accuracy: 86.258503% Epoch 2, Batch 87425 -Loss: 0.3904 Validation Accuracy: 86.666667% Epoch 2, Batch 87553 -Loss: 0.4119 Validation Accuracy: 86.575964% Epoch 2, Batch 87681 -Loss: 0.4142 Validation Accuracy: 86.666667% Epoch 2, Batch 87809 -Loss: 0.5011 Validation Accuracy: 86.281179% Epoch 2, Batch 87937 -Loss: 0.4317 Validation Accuracy: 86.553288% Epoch 2, Batch 88065 -Loss: 0.4929 Validation Accuracy: 86.643991% Epoch 2, Batch 88193 -Loss: 0.3756 Validation Accuracy: 87.120181% Epoch 2, Batch 88321 -Loss: 0.5747 Validation Accuracy: 86.575964% Epoch 2, Batch 88449 -Loss: 0.4589 Validation Accuracy: 86.122449% Epoch 2, Batch 88577 -Loss: 0.4746 Validation Accuracy: 86.984127% Epoch 2, Batch 88705 -Loss: 0.5500 Validation Accuracy: 87.165533% Epoch 2, Batch 88833 -Loss: 0.4203 Validation Accuracy: 87.301587% Epoch 2, Batch 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Accuracy: 88.117914% Epoch 2, Batch 96641 -Loss: 0.4257 Validation Accuracy: 88.004535% Epoch 2, Batch 96769 -Loss: 0.4153 Validation Accuracy: 87.369615% Epoch 2, Batch 96897 -Loss: 0.3993 Validation Accuracy: 86.938776% Epoch 2, Batch 97025 -Loss: 0.3650 Validation Accuracy: 87.619048% Epoch 2, Batch 97153 -Loss: 0.4815 Validation Accuracy: 87.210884% Epoch 2, Batch 97281 -Loss: 0.3475 Validation Accuracy: 87.256236% Epoch 2, Batch 97409 -Loss: 0.3610 Validation Accuracy: 87.573696% Epoch 2, Batch 97537 -Loss: 0.3688 Validation Accuracy: 87.120181% Epoch 2, Batch 97665 -Loss: 0.3595 Validation Accuracy: 86.621315% Epoch 2, Batch 97793 -Loss: 0.4613 Validation Accuracy: 87.052154% Epoch 2, Batch 97921 -Loss: 0.3726 Validation Accuracy: 87.641723% Epoch 2, Batch 98049 -Loss: 0.4327 Validation Accuracy: 87.165533% Epoch 2, Batch 98177 -Loss: 0.3503 Validation Accuracy: 86.870748% Epoch 2, Batch 98305 -Loss: 0.4422 Validation Accuracy: 86.258503% Epoch 2, Batch 98433 -Loss: 0.4973 Validation Accuracy: 86.712018% Epoch 2, Batch 98561 -Loss: 0.3146 Validation Accuracy: 86.666667% Epoch 2, Batch 98689 -Loss: 0.2445 Validation Accuracy: 87.006803% Epoch 2, Batch 98817 -Loss: 0.3510 Validation Accuracy: 86.394558% Epoch 2, Batch 98945 -Loss: 0.2506 Validation Accuracy: 86.712018% Epoch 2, Batch 99073 -Loss: 0.4431 Validation Accuracy: 87.052154% Epoch 2, Batch 99201 -Loss: 0.5739 Validation Accuracy: 87.029478% Epoch 2, Batch 99329 -Loss: 0.4197 Validation Accuracy: 87.120181% Epoch 2, Batch 99457 -Loss: 0.4009 Validation Accuracy: 87.142857% Epoch 2, Batch 99585 -Loss: 0.4195 Validation Accuracy: 87.006803% Epoch 2, Batch 99713 -Loss: 0.4983 Validation Accuracy: 87.596372% Epoch 2, Batch 99841 -Loss: 0.2788 Validation Accuracy: 87.573696% Epoch 2, Batch 99969 -Loss: 0.4611 Validation Accuracy: 87.324263% Epoch 2, Batch 100097 -Loss: 0.4320 Validation Accuracy: 87.369615% Epoch 2, Batch 100225 -Loss: 0.2473 Validation Accuracy: 86.621315% Epoch 2, Batch 100353 -Loss: 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Validation Accuracy: 87.437642% Epoch 2, Batch 106113 -Loss: 0.2159 Validation Accuracy: 87.369615% Epoch 2, Batch 106241 -Loss: 0.5992 Validation Accuracy: 87.142857% Epoch 2, Batch 106369 -Loss: 0.5194 Validation Accuracy: 87.800453% Epoch 2, Batch 106497 -Loss: 0.5855 Validation Accuracy: 87.732426% Epoch 2, Batch 106625 -Loss: 0.4290 Validation Accuracy: 87.936508% Epoch 2, Batch 106753 -Loss: 0.5913 Validation Accuracy: 87.301587% Epoch 2, Batch 106881 -Loss: 0.3427 Validation Accuracy: 88.208617% Epoch 2, Batch 107009 -Loss: 0.3975 Validation Accuracy: 88.276644% Epoch 2, Batch 107137 -Loss: 0.4139 Validation Accuracy: 88.117914% Epoch 2, Batch 107265 -Loss: 0.3060 Validation Accuracy: 88.027211% Epoch 2, Batch 107393 -Loss: 0.5114 Validation Accuracy: 87.709751% Epoch 2, Batch 107521 -Loss: 0.5545 Validation Accuracy: 87.845805% Epoch 2, Batch 107649 -Loss: 0.3813 Validation Accuracy: 87.482993% Epoch 2, Batch 107777 -Loss: 0.2569 Validation Accuracy: 87.460317% Epoch 2, Batch 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Validation Accuracy: 87.551020% Epoch 2, Batch 117377 -Loss: 0.4154 Validation Accuracy: 88.027211% Epoch 2, Batch 117505 -Loss: 0.3888 Validation Accuracy: 87.188209% Epoch 2, Batch 117633 -Loss: 0.3951 Validation Accuracy: 87.777778% Epoch 2, Batch 117761 -Loss: 0.2985 Validation Accuracy: 87.823129% Epoch 2, Batch 117889 -Loss: 0.4887 Validation Accuracy: 87.687075% Epoch 2, Batch 118017 -Loss: 0.2076 Validation Accuracy: 86.984127% Epoch 2, Batch 118145 -Loss: 0.3573 Validation Accuracy: 87.777778% Epoch 2, Batch 118273 -Loss: 0.2605 Validation Accuracy: 88.117914% Epoch 2, Batch 118401 -Loss: 0.3020 Validation Accuracy: 87.732426% Epoch 2, Batch 118529 -Loss: 0.4651 Validation Accuracy: 87.392290% Epoch 2, Batch 118657 -Loss: 0.3201 Validation Accuracy: 87.482993% Epoch 2, Batch 118785 -Loss: 0.3379 Validation Accuracy: 87.800454% Epoch 2, Batch 118913 -Loss: 0.4083 Validation Accuracy: 87.619048% Epoch 2, Batch 119041 -Loss: 0.3085 Validation Accuracy: 87.619048% Epoch 2, Batch 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Validation Accuracy: 87.346939% Epoch 2, Batch 123009 -Loss: 0.4849 Validation Accuracy: 87.528345% Epoch 2, Batch 123137 -Loss: 0.3732 Validation Accuracy: 87.641723% Epoch 2, Batch 123265 -Loss: 0.3554 Validation Accuracy: 87.981859% Epoch 2, Batch 123393 -Loss: 0.3033 Validation Accuracy: 87.165533% Epoch 2, Batch 123521 -Loss: 0.3828 Validation Accuracy: 87.414966% Epoch 2, Batch 123649 -Loss: 0.3082 Validation Accuracy: 87.369615% Epoch 2, Batch 123777 -Loss: 0.3325 Validation Accuracy: 87.732426% Epoch 2, Batch 123905 -Loss: 0.3609 Validation Accuracy: 87.097506% Epoch 2, Batch 124033 -Loss: 0.3882 Validation Accuracy: 87.324263% Epoch 2, Batch 124161 -Loss: 0.3785 Validation Accuracy: 87.460317% Epoch 2, Batch 124289 -Loss: 0.3192 Validation Accuracy: 87.369615% Epoch 2, Batch 124417 -Loss: 0.2927 Validation Accuracy: 87.505669% Epoch 2, Batch 124545 -Loss: 0.2776 Validation Accuracy: 87.437642% Epoch 2, Batch 124673 -Loss: 0.3477 Validation Accuracy: 87.596372% Epoch 2, Batch 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Validation Accuracy: 87.233560% Epoch 2, Batch 128641 -Loss: 0.1958 Validation Accuracy: 87.460317% Epoch 2, Batch 128769 -Loss: 0.5123 Validation Accuracy: 87.052154% Epoch 2, Batch 128897 -Loss: 0.3610 Validation Accuracy: 88.276644% Epoch 2, Batch 129025 -Loss: 0.4194 Validation Accuracy: 87.823129% Epoch 2, Batch 129153 -Loss: 0.2868 Validation Accuracy: 88.344671% Epoch 2, Batch 129281 -Loss: 0.3068 Validation Accuracy: 88.185941% Epoch 2, Batch 129409 -Loss: 0.3452 Validation Accuracy: 88.163265% Epoch 2, Batch 129537 -Loss: 0.4333 Validation Accuracy: 87.414966% Epoch 2, Batch 129665 -Loss: 0.4059 Validation Accuracy: 87.278912% Epoch 2, Batch 129793 -Loss: 0.5302 Validation Accuracy: 87.392290% Epoch 2, Batch 129921 -Loss: 0.3341 Validation Accuracy: 87.414966% Epoch 2, Batch 130049 -Loss: 0.3326 Validation Accuracy: 87.777778% Epoch 2, Batch 130177 -Loss: 0.3665 Validation Accuracy: 87.777778% Epoch 2, Batch 130305 -Loss: 0.6356 Validation Accuracy: 87.482993% Epoch 2, Batch 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Validation Accuracy: 87.891156% Epoch 2, Batch 134273 -Loss: 0.4954 Validation Accuracy: 87.936508% Epoch 2, Batch 134401 -Loss: 0.6444 Validation Accuracy: 87.845805% Epoch 2, Batch 134529 -Loss: 0.4693 Validation Accuracy: 87.641723% Epoch 2, Batch 134657 -Loss: 0.3628 Validation Accuracy: 88.095238% Epoch 2, Batch 134785 -Loss: 0.4092 Validation Accuracy: 88.480726% Epoch 2, Batch 134913 -Loss: 0.4684 Validation Accuracy: 88.526077% Epoch 2, Batch 135041 -Loss: 0.3516 Validation Accuracy: 87.687075% Epoch 2, Batch 135169 -Loss: 0.2005 Validation Accuracy: 87.392290% Epoch 2, Batch 135297 -Loss: 0.3401 Validation Accuracy: 87.641723% Epoch 2, Batch 135425 -Loss: 0.4523 Validation Accuracy: 87.596372% Epoch 2, Batch 135553 -Loss: 0.2247 Validation Accuracy: 87.301587% Epoch 2, Batch 135681 -Loss: 0.4094 Validation Accuracy: 88.095238% Epoch 2, Batch 135809 -Loss: 0.4226 Validation Accuracy: 87.981859% Epoch 2, Batch 135937 -Loss: 0.2994 Validation Accuracy: 87.551020% Epoch 2, Batch 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Validation Accuracy: 88.707483% Epoch 2, Batch 139905 -Loss: 0.4024 Validation Accuracy: 87.414966% Epoch 2, Batch 140033 -Loss: 0.4642 Validation Accuracy: 88.004535% Epoch 2, Batch 140161 -Loss: 0.3709 Validation Accuracy: 88.185941% Epoch 2, Batch 140289 -Loss: 0.3471 Validation Accuracy: 87.505669% Epoch 2, Batch 140417 -Loss: 0.5652 Validation Accuracy: 87.868481% Epoch 2, Batch 140545 -Loss: 0.4446 Validation Accuracy: 88.344671% Epoch 2, Batch 140673 -Loss: 0.5474 Validation Accuracy: 88.548753% Epoch 2, Batch 140801 -Loss: 0.4028 Validation Accuracy: 87.800453% Epoch 2, Batch 140929 -Loss: 0.4505 Validation Accuracy: 87.891156% Epoch 2, Batch 141057 -Loss: 0.5218 Validation Accuracy: 88.253968% Epoch 2, Batch 141185 -Loss: 0.3215 Validation Accuracy: 87.324263% Epoch 2, Batch 141313 -Loss: 0.4295 Validation Accuracy: 86.802721% Epoch 2, Batch 141441 -Loss: 0.3438 Validation Accuracy: 87.641723% Epoch 2, Batch 141569 -Loss: 0.3628 Validation Accuracy: 87.800454% Epoch 2, Batch 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Validation Accuracy: 88.049887% Epoch 2, Batch 145537 -Loss: 0.3793 Validation Accuracy: 87.755102% Epoch 2, Batch 145665 -Loss: 0.4772 Validation Accuracy: 87.959184% Epoch 2, Batch 145793 -Loss: 0.3159 Validation Accuracy: 87.891156% Epoch 2, Batch 145921 -Loss: 0.4782 Validation Accuracy: 87.959184% Epoch 2, Batch 146049 -Loss: 0.3459 Validation Accuracy: 87.664399% Epoch 2, Batch 146177 -Loss: 0.3723 Validation Accuracy: 87.528345% Epoch 2, Batch 146305 -Loss: 0.4704 Validation Accuracy: 87.573696% Epoch 2, Batch 146433 -Loss: 0.3121 Validation Accuracy: 87.392290% Epoch 2, Batch 146561 -Loss: 0.3403 Validation Accuracy: 87.414966% Epoch 2, Batch 146689 -Loss: 0.2552 Validation Accuracy: 87.210884% Epoch 2, Batch 146817 -Loss: 0.6048 Validation Accuracy: 87.664399% Epoch 2, Batch 146945 -Loss: 0.3007 Validation Accuracy: 87.959184% Epoch 2, Batch 147073 -Loss: 0.4887 Validation Accuracy: 88.253968% Epoch 2, Batch 147201 -Loss: 0.6343 Validation Accuracy: 88.730159% Epoch 2, Batch 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Validation Accuracy: 88.117914% Epoch 2, Batch 151169 -Loss: 0.3233 Validation Accuracy: 88.548753% Epoch 2, Batch 151297 -Loss: 0.4129 Validation Accuracy: 88.390023% Epoch 2, Batch 151425 -Loss: 0.4232 Validation Accuracy: 88.231293% Epoch 2, Batch 151553 -Loss: 0.4277 Validation Accuracy: 88.458050% Epoch 2, Batch 151681 -Loss: 0.3397 Validation Accuracy: 88.117914% Epoch 2, Batch 151809 -Loss: 0.2889 Validation Accuracy: 88.662132% Epoch 2, Batch 151937 -Loss: 0.3412 Validation Accuracy: 88.072562% Epoch 2, Batch 152065 -Loss: 0.4478 Validation Accuracy: 87.959184% Epoch 2, Batch 152193 -Loss: 0.4035 Validation Accuracy: 87.913832% Epoch 2, Batch 152321 -Loss: 0.2573 Validation Accuracy: 87.460317% Epoch 2, Batch 152449 -Loss: 0.2856 Validation Accuracy: 87.256236% Epoch 2, Batch 152577 -Loss: 0.4296 Validation Accuracy: 87.120181% Epoch 2, Batch 152705 -Loss: 0.2424 Validation Accuracy: 87.233560% Epoch 2, Batch 152833 -Loss: 0.3585 Validation Accuracy: 87.324263% Epoch 2, Batch 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Validation Accuracy: 87.936508% Epoch 2, Batch 156801 -Loss: 0.3910 Validation Accuracy: 88.480726% Epoch 2, Batch 156929 -Loss: 0.2695 Validation Accuracy: 88.299320% Epoch 2, Batch 157057 -Loss: 0.3088 Validation Accuracy: 88.004535% Epoch 2, Batch 157185 -Loss: 0.2620 Validation Accuracy: 88.594104% Epoch 2, Batch 157313 -Loss: 0.3480 Validation Accuracy: 88.752834% Epoch 2, Batch 157441 -Loss: 0.2526 Validation Accuracy: 88.208617% Epoch 2, Batch 157569 -Loss: 0.3261 Validation Accuracy: 88.843537% Epoch 2, Batch 157697 -Loss: 0.4894 Validation Accuracy: 88.027211% Epoch 2, Batch 157825 -Loss: 0.2850 Validation Accuracy: 88.503401% Epoch 2, Batch 157953 -Loss: 0.3787 Validation Accuracy: 88.321995% Epoch 2, Batch 158081 -Loss: 0.4844 Validation Accuracy: 88.321995% Epoch 2, Batch 158209 -Loss: 0.5072 Validation Accuracy: 87.210884% Epoch 2, Batch 158337 -Loss: 0.4435 Validation Accuracy: 87.505669% Epoch 2, Batch 158465 -Loss: 0.3791 Validation Accuracy: 87.619048% Epoch 2, Batch 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Validation Accuracy: 87.641723% Epoch 2, Batch 162433 -Loss: 0.5106 Validation Accuracy: 87.687075% Epoch 2, Batch 162561 -Loss: 0.3405 Validation Accuracy: 87.777778% Epoch 2, Batch 162689 -Loss: 0.3514 Validation Accuracy: 88.367347% Epoch 2, Batch 162817 -Loss: 0.2687 Validation Accuracy: 88.435374% Epoch 2, Batch 162945 -Loss: 0.4346 Validation Accuracy: 87.981859% Epoch 2, Batch 163073 -Loss: 0.3420 Validation Accuracy: 88.321996% Epoch 2, Batch 163201 -Loss: 0.2707 Validation Accuracy: 88.299320% Epoch 2, Batch 163329 -Loss: 0.4603 Validation Accuracy: 88.367347% Epoch 2, Batch 163457 -Loss: 0.3886 Validation Accuracy: 88.027211% Epoch 2, Batch 163585 -Loss: 0.1769 Validation Accuracy: 88.956916% Epoch 2, Batch 163713 -Loss: 0.3665 Validation Accuracy: 87.777778% Epoch 2, Batch 163841 -Loss: 0.2651 Validation Accuracy: 87.641723% Epoch 2, Batch 163969 -Loss: 0.2404 Validation Accuracy: 88.321995% Epoch 2, Batch 164097 -Loss: 0.4573 Validation Accuracy: 88.412698% Epoch 2, Batch 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Validation Accuracy: 87.913832% Epoch 2, Batch 168065 -Loss: 0.4942 Validation Accuracy: 88.163265% Epoch 2, Batch 168193 -Loss: 0.4131 Validation Accuracy: 87.664399% Epoch 2, Batch 168321 -Loss: 0.3015 Validation Accuracy: 87.800454% Epoch 2, Batch 168449 -Loss: 0.3817 Validation Accuracy: 87.641723% Epoch 2, Batch 168577 -Loss: 0.5163 Validation Accuracy: 87.800453% Epoch 2, Batch 168705 -Loss: 0.3885 Validation Accuracy: 88.412698% Epoch 2, Batch 168833 -Loss: 0.2719 Validation Accuracy: 87.800454% Epoch 2, Batch 168961 -Loss: 0.4134 Validation Accuracy: 89.047619% Epoch 2, Batch 169089 -Loss: 0.5234 Validation Accuracy: 88.775510% Epoch 2, Batch 169217 -Loss: 0.3828 Validation Accuracy: 88.752834% Epoch 2, Batch 169345 -Loss: 0.2975 Validation Accuracy: 88.117914% Epoch 2, Batch 169473 -Loss: 0.4095 Validation Accuracy: 88.571429% Epoch 2, Batch 169601 -Loss: 0.4639 Validation Accuracy: 88.163265% Epoch 2, Batch 169729 -Loss: 0.3982 Validation Accuracy: 87.959184% Epoch 2, Batch 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Validation Accuracy: 88.185941% Epoch 2, Batch 173697 -Loss: 0.3346 Validation Accuracy: 88.253968% Epoch 2, Batch 173825 -Loss: 0.3204 Validation Accuracy: 88.185941% Epoch 2, Batch 173953 -Loss: 0.4388 Validation Accuracy: 88.412698% Epoch 2, Batch 174081 -Loss: 0.3395 Validation Accuracy: 88.775510% Epoch 2, Batch 174209 -Loss: 0.5462 Validation Accuracy: 88.163265% Epoch 2, Batch 174337 -Loss: 0.1990 Validation Accuracy: 88.866213% Epoch 2, Batch 174465 -Loss: 0.3485 Validation Accuracy: 87.913832% Epoch 2, Batch 174593 -Loss: 0.3544 Validation Accuracy: 88.571429% Epoch 2, Batch 174721 -Loss: 0.3638 Validation Accuracy: 88.616780% Epoch 2, Batch 174849 -Loss: 0.3952 Validation Accuracy: 88.639456% Epoch 2, Batch 174977 -Loss: 0.2362 Validation Accuracy: 88.820862% Epoch 2, Batch 175105 -Loss: 0.3888 Validation Accuracy: 88.866213% Epoch 2, Batch 175233 -Loss: 0.4493 Validation Accuracy: 88.548753% Epoch 2, Batch 175361 -Loss: 0.2799 Validation Accuracy: 88.253968% Epoch 2, Batch 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Validation Accuracy: 87.551020% Epoch 2, Batch 179329 -Loss: 0.3667 Validation Accuracy: 88.004535% Epoch 2, Batch 179457 -Loss: 0.4071 Validation Accuracy: 87.936508% Epoch 2, Batch 179585 -Loss: 0.3859 Validation Accuracy: 88.344671% Epoch 2, Batch 179713 -Loss: 0.2477 Validation Accuracy: 87.845805% Epoch 2, Batch 179841 -Loss: 0.4039 Validation Accuracy: 87.551020% Epoch 2, Batch 179969 -Loss: 0.4453 Validation Accuracy: 87.664399% Epoch 2, Batch 180097 -Loss: 0.3472 Validation Accuracy: 88.185941% Epoch 2, Batch 180225 -Loss: 0.3394 Validation Accuracy: 88.163265% Epoch 2, Batch 180353 -Loss: 0.3894 Validation Accuracy: 88.321995% Epoch 2, Batch 180481 -Loss: 0.3996 Validation Accuracy: 88.163265% Epoch 2, Batch 180609 -Loss: 0.3769 Validation Accuracy: 88.321995% Epoch 2, Batch 180737 -Loss: 0.2625 Validation Accuracy: 88.888889% Epoch 2, Batch 180865 -Loss: 0.4292 Validation Accuracy: 88.095238% Epoch 2, Batch 180993 -Loss: 0.3062 Validation Accuracy: 87.868481% Epoch 2, Batch 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Validation Accuracy: 88.163265% Epoch 2, Batch 184961 -Loss: 0.4903 Validation Accuracy: 88.888889% Epoch 2, Batch 185089 -Loss: 0.4050 Validation Accuracy: 88.321995% Epoch 2, Batch 185217 -Loss: 0.3767 Validation Accuracy: 88.390023% Epoch 2, Batch 185345 -Loss: 0.2954 Validation Accuracy: 88.548753% Epoch 2, Batch 185473 -Loss: 0.3055 Validation Accuracy: 88.458050% Epoch 2, Batch 185601 -Loss: 0.3426 Validation Accuracy: 88.866213% Epoch 2, Batch 185729 -Loss: 0.4363 Validation Accuracy: 88.458050% Epoch 2, Batch 185857 -Loss: 0.2442 Validation Accuracy: 89.070295% Epoch 2, Batch 185985 -Loss: 0.3057 Validation Accuracy: 88.185941% Epoch 2, Batch 186113 -Loss: 0.2306 Validation Accuracy: 87.800453% Epoch 2, Batch 186241 -Loss: 0.3497 Validation Accuracy: 88.344671% Epoch 2, Batch 186369 -Loss: 0.2345 Validation Accuracy: 88.049887% Epoch 2, Batch 186497 -Loss: 0.3288 Validation Accuracy: 88.662132% Epoch 2, Batch 186625 -Loss: 0.3466 Validation Accuracy: 87.913832% Epoch 2, Batch 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Validation Accuracy: 88.820862% Epoch 2, Batch 190593 -Loss: 0.3019 Validation Accuracy: 88.798186% Epoch 2, Batch 190721 -Loss: 0.4429 Validation Accuracy: 89.274376% Epoch 2, Batch 190849 -Loss: 0.1484 Validation Accuracy: 89.591837% Epoch 2, Batch 190977 -Loss: 0.3253 Validation Accuracy: 88.730159% Epoch 2, Batch 191105 -Loss: 0.3211 Validation Accuracy: 89.183674% Epoch 2, Batch 191233 -Loss: 0.3390 Validation Accuracy: 89.297052% Epoch 2, Batch 191361 -Loss: 0.2071 Validation Accuracy: 89.365079% Epoch 2, Batch 191489 -Loss: 0.2698 Validation Accuracy: 89.160998% Epoch 2, Batch 191617 -Loss: 0.3238 Validation Accuracy: 89.251701% Epoch 2, Batch 191745 -Loss: 0.3358 Validation Accuracy: 89.297052% Epoch 2, Batch 191873 -Loss: 0.2760 Validation Accuracy: 88.775510% Epoch 2, Batch 192001 -Loss: 0.4376 Validation Accuracy: 89.002268% Epoch 2, Batch 192129 -Loss: 0.2898 Validation Accuracy: 89.047619% Epoch 2, Batch 192257 -Loss: 0.3766 Validation Accuracy: 88.775510% Epoch 2, Batch 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Validation Accuracy: 89.070295% Epoch 2, Batch 196225 -Loss: 0.2972 Validation Accuracy: 89.070295% Epoch 2, Batch 196353 -Loss: 0.2509 Validation Accuracy: 88.707483% Epoch 2, Batch 196481 -Loss: 0.2920 Validation Accuracy: 88.208617% Epoch 2, Batch 196609 -Loss: 0.4244 Validation Accuracy: 89.092970% Epoch 2, Batch 196737 -Loss: 0.2570 Validation Accuracy: 88.571429% Epoch 2, Batch 196865 -Loss: 0.2931 Validation Accuracy: 88.594104% Epoch 2, Batch 196993 -Loss: 0.3809 Validation Accuracy: 88.321995% Epoch 2, Batch 197121 -Loss: 0.4044 Validation Accuracy: 89.047619% Epoch 2, Batch 197249 -Loss: 0.2587 Validation Accuracy: 88.548753% Epoch 2, Batch 197377 -Loss: 0.3558 Validation Accuracy: 88.503401% Epoch 2, Batch 197505 -Loss: 0.2481 Validation Accuracy: 88.163265% Epoch 2, Batch 197633 -Loss: 0.3480 Validation Accuracy: 88.548753% Epoch 2, Batch 197761 -Loss: 0.5021 Validation Accuracy: 88.571429% Epoch 2, Batch 197889 -Loss: 0.3370 Validation Accuracy: 87.981859% Epoch 2, Batch 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Validation Accuracy: 89.160998% Epoch 2, Batch 201857 -Loss: 0.2840 Validation Accuracy: 90.181406% Epoch 2, Batch 201985 -Loss: 0.4611 Validation Accuracy: 89.546485% Epoch 2, Batch 202113 -Loss: 0.3566 Validation Accuracy: 88.866213% Epoch 2, Batch 202241 -Loss: 0.2812 Validation Accuracy: 89.478458% Epoch 2, Batch 202369 -Loss: 0.4202 Validation Accuracy: 88.820862% Epoch 2, Batch 202497 -Loss: 0.2256 Validation Accuracy: 89.705215% Epoch 2, Batch 202625 -Loss: 0.3145 Validation Accuracy: 89.319728% Epoch 2, Batch 202753 -Loss: 0.3854 Validation Accuracy: 89.410431% Epoch 2, Batch 202881 -Loss: 0.2961 Validation Accuracy: 89.931973% Epoch 2, Batch 203009 -Loss: 0.3359 Validation Accuracy: 89.501134% Epoch 2, Batch 203137 -Loss: 0.3817 Validation Accuracy: 89.047619% Epoch 2, Batch 203265 -Loss: 0.3540 Validation Accuracy: 89.115646% Epoch 2, Batch 203393 -Loss: 0.3606 Validation Accuracy: 89.092971% Epoch 2, Batch 203521 -Loss: 0.3538 Validation Accuracy: 89.047619% Epoch 2, Batch 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Validation Accuracy: 89.070295% Epoch 2, Batch 207489 -Loss: 0.3003 Validation Accuracy: 89.160998% Epoch 2, Batch 207617 -Loss: 0.2609 Validation Accuracy: 89.297052% Epoch 2, Batch 207745 -Loss: 0.4051 Validation Accuracy: 89.659864% Epoch 2, Batch 207873 -Loss: 0.3378 Validation Accuracy: 88.888889% Epoch 2, Batch 208001 -Loss: 0.3622 Validation Accuracy: 89.523810% Epoch 2, Batch 208129 -Loss: 0.4063 Validation Accuracy: 88.866213% Epoch 2, Batch 208257 -Loss: 0.2817 Validation Accuracy: 88.843537% Epoch 2, Batch 208385 -Loss: 0.1901 Validation Accuracy: 88.775510% Epoch 2, Batch 208513 -Loss: 0.4350 Validation Accuracy: 88.707483% Epoch 2, Batch 208641 -Loss: 0.2844 Validation Accuracy: 89.024943% Epoch 2, Batch 208769 -Loss: 0.2060 Validation Accuracy: 88.820862% Epoch 3, Batch 1 -Loss: 0.3879 Validation Accuracy: 88.163265% Epoch 3, Batch 129 -Loss: 0.3052 Validation Accuracy: 88.911565% Epoch 3, Batch 257 -Loss: 0.4327 Validation Accuracy: 89.183673% Epoch 3, Batch 385 -Loss: 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Validation Accuracy: 89.433107% Epoch 3, Batch 2433 -Loss: 0.2863 Validation Accuracy: 88.503401% Epoch 3, Batch 2561 -Loss: 0.3330 Validation Accuracy: 89.229025% Epoch 3, Batch 2689 -Loss: 0.3120 Validation Accuracy: 89.092971% Epoch 3, Batch 2817 -Loss: 0.2740 Validation Accuracy: 89.047619% Epoch 3, Batch 2945 -Loss: 0.3419 Validation Accuracy: 88.616780% Epoch 3, Batch 3073 -Loss: 0.2335 Validation Accuracy: 89.092971% Epoch 3, Batch 3201 -Loss: 0.2480 Validation Accuracy: 88.412698% Epoch 3, Batch 3329 -Loss: 0.3330 Validation Accuracy: 88.911565% Epoch 3, Batch 3457 -Loss: 0.4827 Validation Accuracy: 89.251701% Epoch 3, Batch 3585 -Loss: 0.4100 Validation Accuracy: 88.662132% Epoch 3, Batch 3713 -Loss: 0.3438 Validation Accuracy: 89.319728% Epoch 3, Batch 3841 -Loss: 0.4824 Validation Accuracy: 88.934240% Epoch 3, Batch 3969 -Loss: 0.3866 Validation Accuracy: 89.365079% Epoch 3, Batch 4097 -Loss: 0.3240 Validation Accuracy: 89.002268% Epoch 3, Batch 4225 -Loss: 0.3208 Validation Accuracy: 89.183673% Epoch 3, Batch 4353 -Loss: 0.2704 Validation Accuracy: 89.637188% Epoch 3, Batch 4481 -Loss: 0.4296 Validation Accuracy: 88.707483% Epoch 3, Batch 4609 -Loss: 0.3499 Validation Accuracy: 89.115646% Epoch 3, Batch 4737 -Loss: 0.2338 Validation Accuracy: 89.115646% Epoch 3, Batch 4865 -Loss: 0.4150 Validation Accuracy: 89.138322% Epoch 3, Batch 4993 -Loss: 0.3212 Validation Accuracy: 89.455782% Epoch 3, Batch 5121 -Loss: 0.2715 Validation Accuracy: 88.775510% Epoch 3, Batch 5249 -Loss: 0.2546 Validation Accuracy: 89.206349% Epoch 3, Batch 5377 -Loss: 0.4589 Validation Accuracy: 88.979592% Epoch 3, Batch 5505 -Loss: 0.2410 Validation Accuracy: 89.160998% Epoch 3, Batch 5633 -Loss: 0.2958 Validation Accuracy: 88.662131% Epoch 3, Batch 5761 -Loss: 0.2844 Validation Accuracy: 88.435374% Epoch 3, Batch 5889 -Loss: 0.3255 Validation Accuracy: 88.956916% Epoch 3, Batch 6017 -Loss: 0.3154 Validation Accuracy: 88.435374% Epoch 3, Batch 6145 -Loss: 0.3362 Validation Accuracy: 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Validation Accuracy: 88.866213% Epoch 3, Batch 48257 -Loss: 0.3380 Validation Accuracy: 88.775510% Epoch 3, Batch 48385 -Loss: 0.4305 Validation Accuracy: 88.866213% Epoch 3, Batch 48513 -Loss: 0.1994 Validation Accuracy: 88.843537% Epoch 3, Batch 48641 -Loss: 0.3868 Validation Accuracy: 88.888889% Epoch 3, Batch 48769 -Loss: 0.2554 Validation Accuracy: 89.478458% Epoch 3, Batch 48897 -Loss: 0.1899 Validation Accuracy: 88.775510% Epoch 3, Batch 49025 -Loss: 0.2523 Validation Accuracy: 88.503401% Epoch 3, Batch 49153 -Loss: 0.2984 Validation Accuracy: 88.526077% Epoch 3, Batch 49281 -Loss: 0.3250 Validation Accuracy: 89.546485% Epoch 3, Batch 49409 -Loss: 0.2627 Validation Accuracy: 88.798186% Epoch 3, Batch 49537 -Loss: 0.4325 Validation Accuracy: 88.775510% Epoch 3, Batch 49665 -Loss: 0.4808 Validation Accuracy: 89.251701% Epoch 3, Batch 49793 -Loss: 0.3926 Validation Accuracy: 89.501134% Epoch 3, Batch 49921 -Loss: 0.1926 Validation Accuracy: 89.206349% Epoch 3, Batch 50049 -Loss: 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-Loss: 0.2442 Validation Accuracy: 89.024943% Epoch 3, Batch 52097 -Loss: 0.2773 Validation Accuracy: 88.956916% Epoch 3, Batch 52225 -Loss: 0.2777 Validation Accuracy: 88.979592% Epoch 3, Batch 52353 -Loss: 0.3489 Validation Accuracy: 88.798186% Epoch 3, Batch 52481 -Loss: 0.4972 Validation Accuracy: 89.637188% Epoch 3, Batch 52609 -Loss: 0.3039 Validation Accuracy: 89.229025% Epoch 3, Batch 52737 -Loss: 0.4032 Validation Accuracy: 89.478458% Epoch 3, Batch 52865 -Loss: 0.3968 Validation Accuracy: 89.954649% Epoch 3, Batch 52993 -Loss: 0.3743 Validation Accuracy: 89.070295% Epoch 3, Batch 53121 -Loss: 0.2638 Validation Accuracy: 89.229025% Epoch 3, Batch 53249 -Loss: 0.4401 Validation Accuracy: 89.251701% Epoch 3, Batch 53377 -Loss: 0.2603 Validation Accuracy: 89.387755% Epoch 3, Batch 53505 -Loss: 0.2480 Validation Accuracy: 89.637188% Epoch 3, Batch 53633 -Loss: 0.1885 Validation Accuracy: 89.523810% Epoch 3, Batch 53761 -Loss: 0.2498 Validation Accuracy: 89.795918% Epoch 3, Batch 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-Loss: 0.2941 Validation Accuracy: 88.820862% Epoch 3, Batch 67329 -Loss: 0.1832 Validation Accuracy: 89.002268% Epoch 3, Batch 67457 -Loss: 0.2854 Validation Accuracy: 89.433107% Epoch 3, Batch 67585 -Loss: 0.1989 Validation Accuracy: 89.251701% Epoch 3, Batch 67713 -Loss: 0.4200 Validation Accuracy: 89.070295% Epoch 3, Batch 67841 -Loss: 0.2719 Validation Accuracy: 88.843537% Epoch 3, Batch 67969 -Loss: 0.2809 Validation Accuracy: 89.274376% Epoch 3, Batch 68097 -Loss: 0.2522 Validation Accuracy: 89.659864% Epoch 3, Batch 68225 -Loss: 0.2609 Validation Accuracy: 89.047619% Epoch 3, Batch 68353 -Loss: 0.2983 Validation Accuracy: 88.866213% Epoch 3, Batch 68481 -Loss: 0.4055 Validation Accuracy: 88.820862% Epoch 3, Batch 68609 -Loss: 0.4725 Validation Accuracy: 89.115646% Epoch 3, Batch 68737 -Loss: 0.3089 Validation Accuracy: 88.752834% Epoch 3, Batch 68865 -Loss: 0.3966 Validation Accuracy: 89.637188% Epoch 3, Batch 68993 -Loss: 0.4268 Validation Accuracy: 89.319728% Epoch 3, Batch 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Validation Accuracy: 89.523810% Epoch 3, Batch 78721 -Loss: 0.1963 Validation Accuracy: 89.455782% Epoch 3, Batch 78849 -Loss: 0.2465 Validation Accuracy: 89.024943% Epoch 3, Batch 78977 -Loss: 0.3856 Validation Accuracy: 89.455782% Epoch 3, Batch 79105 -Loss: 0.3000 Validation Accuracy: 88.956916% Epoch 3, Batch 79233 -Loss: 0.3617 Validation Accuracy: 89.410431% Epoch 3, Batch 79361 -Loss: 0.2372 Validation Accuracy: 89.319728% Epoch 3, Batch 79489 -Loss: 0.2130 Validation Accuracy: 89.795918% Epoch 3, Batch 79617 -Loss: 0.3470 Validation Accuracy: 89.795918% Epoch 3, Batch 79745 -Loss: 0.2410 Validation Accuracy: 90.204082% Epoch 3, Batch 79873 -Loss: 0.3197 Validation Accuracy: 89.705215% Epoch 3, Batch 80001 -Loss: 0.3136 Validation Accuracy: 89.886621% Epoch 3, Batch 80129 -Loss: 0.3570 Validation Accuracy: 89.795918% Epoch 3, Batch 80257 -Loss: 0.3807 Validation Accuracy: 90.158730% Epoch 3, Batch 80385 -Loss: 0.2361 Validation Accuracy: 89.546485% Epoch 3, Batch 80513 -Loss: 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-Loss: 0.1994 Validation Accuracy: 89.727891% Epoch 3, Batch 82561 -Loss: 0.2516 Validation Accuracy: 89.297052% Epoch 3, Batch 82689 -Loss: 0.3092 Validation Accuracy: 89.387755% Epoch 3, Batch 82817 -Loss: 0.2230 Validation Accuracy: 89.863946% Epoch 3, Batch 82945 -Loss: 0.5731 Validation Accuracy: 89.523810% Epoch 3, Batch 83073 -Loss: 0.2842 Validation Accuracy: 89.841270% Epoch 3, Batch 83201 -Loss: 0.3666 Validation Accuracy: 89.591837% Epoch 3, Batch 83329 -Loss: 0.2426 Validation Accuracy: 89.637188% Epoch 3, Batch 83457 -Loss: 0.2493 Validation Accuracy: 89.478458% Epoch 3, Batch 83585 -Loss: 0.2452 Validation Accuracy: 89.047619% Epoch 3, Batch 83713 -Loss: 0.3202 Validation Accuracy: 88.344671% Epoch 3, Batch 83841 -Loss: 0.2301 Validation Accuracy: 88.752834% Epoch 3, Batch 83969 -Loss: 0.1625 Validation Accuracy: 89.115646% Epoch 3, Batch 84097 -Loss: 0.2998 Validation Accuracy: 88.639456% Epoch 3, Batch 84225 -Loss: 0.2255 Validation Accuracy: 88.934240% Epoch 3, Batch 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-Loss: 0.1959 Validation Accuracy: 90.068027% Epoch 3, Batch 133505 -Loss: 0.3069 Validation Accuracy: 90.181406% Epoch 3, Batch 133633 -Loss: 0.3340 Validation Accuracy: 89.909297% Epoch 3, Batch 133761 -Loss: 0.3263 Validation Accuracy: 90.068027% Epoch 3, Batch 133889 -Loss: 0.4326 Validation Accuracy: 89.841270% Epoch 3, Batch 134017 -Loss: 0.3109 Validation Accuracy: 89.795918% Epoch 3, Batch 134145 -Loss: 0.4349 Validation Accuracy: 89.954649% Epoch 3, Batch 134273 -Loss: 0.1916 Validation Accuracy: 90.158730% Epoch 3, Batch 134401 -Loss: 0.2315 Validation Accuracy: 90.022676% Epoch 3, Batch 134529 -Loss: 0.2954 Validation Accuracy: 89.546485% Epoch 3, Batch 134657 -Loss: 0.2241 Validation Accuracy: 89.954649% Epoch 3, Batch 134785 -Loss: 0.4224 Validation Accuracy: 90.430839% Epoch 3, Batch 134913 -Loss: 0.4621 Validation Accuracy: 90.453515% Epoch 3, Batch 135041 -Loss: 0.2369 Validation Accuracy: 90.000000% Epoch 3, Batch 135169 -Loss: 0.2707 Validation Accuracy: 89.863946% 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-Loss: 0.2378 Validation Accuracy: 89.387755% Epoch 3, Batch 139137 -Loss: 0.2043 Validation Accuracy: 89.909297% Epoch 3, Batch 139265 -Loss: 0.2855 Validation Accuracy: 89.614512% Epoch 3, Batch 139393 -Loss: 0.6173 Validation Accuracy: 89.795918% Epoch 3, Batch 139521 -Loss: 0.2664 Validation Accuracy: 89.795918% Epoch 3, Batch 139649 -Loss: 0.3100 Validation Accuracy: 89.251701% Epoch 3, Batch 139777 -Loss: 0.2240 Validation Accuracy: 89.659864% Epoch 3, Batch 139905 -Loss: 0.3115 Validation Accuracy: 90.317460% Epoch 3, Batch 140033 -Loss: 0.2751 Validation Accuracy: 89.863946% Epoch 3, Batch 140161 -Loss: 0.3091 Validation Accuracy: 89.773243% Epoch 3, Batch 140289 -Loss: 0.2708 Validation Accuracy: 89.886621% Epoch 3, Batch 140417 -Loss: 0.2361 Validation Accuracy: 89.115646% Epoch 3, Batch 140545 -Loss: 0.3193 Validation Accuracy: 89.954649% Epoch 3, Batch 140673 -Loss: 0.2916 Validation Accuracy: 89.614512% Epoch 3, Batch 140801 -Loss: 0.2829 Validation Accuracy: 89.478458% 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-Loss: 0.2415 Validation Accuracy: 89.705215% Epoch 3, Batch 144769 -Loss: 0.2502 Validation Accuracy: 89.342404% Epoch 3, Batch 144897 -Loss: 0.3297 Validation Accuracy: 89.727891% Epoch 3, Batch 145025 -Loss: 0.2860 Validation Accuracy: 89.591837% Epoch 3, Batch 145153 -Loss: 0.2417 Validation Accuracy: 89.795918% Epoch 3, Batch 145281 -Loss: 0.3809 Validation Accuracy: 89.569161% Epoch 3, Batch 145409 -Loss: 0.3033 Validation Accuracy: 89.546485% Epoch 3, Batch 145537 -Loss: 0.2792 Validation Accuracy: 89.863946% Epoch 3, Batch 145665 -Loss: 0.3074 Validation Accuracy: 89.342404% Epoch 3, Batch 145793 -Loss: 0.3209 Validation Accuracy: 90.204082% Epoch 3, Batch 145921 -Loss: 0.2885 Validation Accuracy: 90.226757% Epoch 3, Batch 146049 -Loss: 0.2925 Validation Accuracy: 90.317460% Epoch 3, Batch 146177 -Loss: 0.3432 Validation Accuracy: 90.045351% Epoch 3, Batch 146305 -Loss: 0.2727 Validation Accuracy: 90.634921% Epoch 3, Batch 146433 -Loss: 0.4195 Validation Accuracy: 90.544218% 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-Loss: 0.2106 Validation Accuracy: 89.977324% Epoch 3, Batch 150401 -Loss: 0.3003 Validation Accuracy: 90.544218% Epoch 3, Batch 150529 -Loss: 0.2906 Validation Accuracy: 90.113379% Epoch 3, Batch 150657 -Loss: 0.3594 Validation Accuracy: 90.498866% Epoch 3, Batch 150785 -Loss: 0.2659 Validation Accuracy: 90.612245% Epoch 3, Batch 150913 -Loss: 0.2957 Validation Accuracy: 90.430839% Epoch 3, Batch 151041 -Loss: 0.1716 Validation Accuracy: 90.589569% Epoch 3, Batch 151169 -Loss: 0.3090 Validation Accuracy: 90.680272% Epoch 3, Batch 151297 -Loss: 0.2351 Validation Accuracy: 90.362812% Epoch 3, Batch 151425 -Loss: 0.3115 Validation Accuracy: 90.317460% Epoch 3, Batch 151553 -Loss: 0.4032 Validation Accuracy: 90.068027% Epoch 3, Batch 151681 -Loss: 0.2766 Validation Accuracy: 90.022676% Epoch 3, Batch 151809 -Loss: 0.2403 Validation Accuracy: 90.113379% Epoch 3, Batch 151937 -Loss: 0.2122 Validation Accuracy: 90.068027% Epoch 3, Batch 152065 -Loss: 0.3750 Validation Accuracy: 90.000000% 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-Loss: 0.2901 Validation Accuracy: 90.589569% Epoch 3, Batch 156033 -Loss: 0.2972 Validation Accuracy: 89.954649% Epoch 3, Batch 156161 -Loss: 0.2931 Validation Accuracy: 90.657596% Epoch 3, Batch 156289 -Loss: 0.2694 Validation Accuracy: 90.680272% Epoch 3, Batch 156417 -Loss: 0.3553 Validation Accuracy: 90.589569% Epoch 3, Batch 156545 -Loss: 0.3336 Validation Accuracy: 90.340136% Epoch 3, Batch 156673 -Loss: 0.1674 Validation Accuracy: 90.498866% Epoch 3, Batch 156801 -Loss: 0.1950 Validation Accuracy: 89.818594% Epoch 3, Batch 156929 -Loss: 0.2770 Validation Accuracy: 89.750567% Epoch 3, Batch 157057 -Loss: 0.2269 Validation Accuracy: 88.775510% Epoch 3, Batch 157185 -Loss: 0.4103 Validation Accuracy: 89.206349% Epoch 3, Batch 157313 -Loss: 0.3045 Validation Accuracy: 89.546485% Epoch 3, Batch 157441 -Loss: 0.2850 Validation Accuracy: 90.113379% Epoch 3, Batch 157569 -Loss: 0.2077 Validation Accuracy: 89.773243% Epoch 3, Batch 157697 -Loss: 0.2356 Validation Accuracy: 89.705215% 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Accuracy: 89.659864% Epoch 3, Batch 159745 -Loss: 0.2679 Validation Accuracy: 90.090703% Epoch 3, Batch 159873 -Loss: 0.2595 Validation Accuracy: 90.022676% Epoch 3, Batch 160001 -Loss: 0.2373 Validation Accuracy: 89.410431% Epoch 3, Batch 160129 -Loss: 0.3713 Validation Accuracy: 89.977324% Epoch 3, Batch 160257 -Loss: 0.3507 Validation Accuracy: 89.795918% Epoch 3, Batch 160385 -Loss: 0.2731 Validation Accuracy: 90.113379% Epoch 3, Batch 160513 -Loss: 0.2870 Validation Accuracy: 89.546485% Epoch 3, Batch 160641 -Loss: 0.2411 Validation Accuracy: 90.385488% Epoch 3, Batch 160769 -Loss: 0.2977 Validation Accuracy: 89.546485% Epoch 3, Batch 160897 -Loss: 0.3641 Validation Accuracy: 89.569161% Epoch 3, Batch 161025 -Loss: 0.3606 Validation Accuracy: 89.546485% Epoch 3, Batch 161153 -Loss: 0.3033 Validation Accuracy: 89.523810% Epoch 3, Batch 161281 -Loss: 0.2446 Validation Accuracy: 89.795918% Epoch 3, Batch 161409 -Loss: 0.3807 Validation Accuracy: 90.612245% Epoch 3, Batch 161537 -Loss: 0.2256 Validation Accuracy: 90.476190% Epoch 3, Batch 161665 -Loss: 0.2661 Validation Accuracy: 89.909297% Epoch 3, Batch 161793 -Loss: 0.1940 Validation Accuracy: 90.408163% Epoch 3, Batch 161921 -Loss: 0.1990 Validation Accuracy: 90.136054% Epoch 3, Batch 162049 -Loss: 0.2077 Validation Accuracy: 90.725624% Epoch 3, Batch 162177 -Loss: 0.4021 Validation Accuracy: 90.385488% Epoch 3, Batch 162305 -Loss: 0.2392 Validation Accuracy: 90.113379% Epoch 3, Batch 162433 -Loss: 0.2757 Validation Accuracy: 90.544218% Epoch 3, Batch 162561 -Loss: 0.3015 Validation Accuracy: 90.022676% Epoch 3, Batch 162689 -Loss: 0.2640 Validation Accuracy: 90.521542% Epoch 3, Batch 162817 -Loss: 0.3706 Validation Accuracy: 90.181406% Epoch 3, Batch 162945 -Loss: 0.1527 Validation Accuracy: 89.954649% Epoch 3, Batch 163073 -Loss: 0.4807 Validation Accuracy: 90.090703% Epoch 3, Batch 163201 -Loss: 0.2037 Validation Accuracy: 90.544218% Epoch 3, Batch 163329 -Loss: 0.3653 Validation Accuracy: 90.317460% 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-Loss: 0.2641 Validation Accuracy: 90.158730% Epoch 3, Batch 167297 -Loss: 0.3225 Validation Accuracy: 90.544218% Epoch 3, Batch 167425 -Loss: 0.2892 Validation Accuracy: 90.158730% Epoch 3, Batch 167553 -Loss: 0.2826 Validation Accuracy: 89.682540% Epoch 3, Batch 167681 -Loss: 0.2690 Validation Accuracy: 90.385488% Epoch 3, Batch 167809 -Loss: 0.3826 Validation Accuracy: 89.591837% Epoch 3, Batch 167937 -Loss: 0.2437 Validation Accuracy: 89.092971% Epoch 3, Batch 168065 -Loss: 0.1947 Validation Accuracy: 89.455782% Epoch 3, Batch 168193 -Loss: 0.2502 Validation Accuracy: 89.251701% Epoch 3, Batch 168321 -Loss: 0.3387 Validation Accuracy: 89.863946% Epoch 3, Batch 168449 -Loss: 0.3239 Validation Accuracy: 89.478458% Epoch 3, Batch 168577 -Loss: 0.3279 Validation Accuracy: 89.795918% Epoch 3, Batch 168705 -Loss: 0.1676 Validation Accuracy: 90.136054% Epoch 3, Batch 168833 -Loss: 0.3308 Validation Accuracy: 90.068027% Epoch 3, Batch 168961 -Loss: 0.4389 Validation Accuracy: 90.408163% 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-Loss: 0.2941 Validation Accuracy: 89.795918% Epoch 3, Batch 172929 -Loss: 0.2516 Validation Accuracy: 90.113379% Epoch 3, Batch 173057 -Loss: 0.3617 Validation Accuracy: 89.886621% Epoch 3, Batch 173185 -Loss: 0.2506 Validation Accuracy: 90.113379% Epoch 3, Batch 173313 -Loss: 0.2329 Validation Accuracy: 90.430839% Epoch 3, Batch 173441 -Loss: 0.1711 Validation Accuracy: 90.204082% Epoch 3, Batch 173569 -Loss: 0.2599 Validation Accuracy: 89.886621% Epoch 3, Batch 173697 -Loss: 0.1898 Validation Accuracy: 90.204082% Epoch 3, Batch 173825 -Loss: 0.2097 Validation Accuracy: 90.249433% Epoch 3, Batch 173953 -Loss: 0.2703 Validation Accuracy: 89.727891% Epoch 3, Batch 174081 -Loss: 0.2415 Validation Accuracy: 90.249433% Epoch 3, Batch 174209 -Loss: 0.2862 Validation Accuracy: 89.705215% Epoch 3, Batch 174337 -Loss: 0.2136 Validation Accuracy: 90.068027% Epoch 3, Batch 174465 -Loss: 0.1948 Validation Accuracy: 89.909297% Epoch 3, Batch 174593 -Loss: 0.2366 Validation Accuracy: 90.453515% 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-Loss: 0.3013 Validation Accuracy: 90.068027% Epoch 3, Batch 178561 -Loss: 0.1858 Validation Accuracy: 90.589569% Epoch 3, Batch 178689 -Loss: 0.2707 Validation Accuracy: 90.000000% Epoch 3, Batch 178817 -Loss: 0.2545 Validation Accuracy: 90.725624% Epoch 3, Batch 178945 -Loss: 0.1545 Validation Accuracy: 90.521542% Epoch 3, Batch 179073 -Loss: 0.3570 Validation Accuracy: 90.657596% Epoch 3, Batch 179201 -Loss: 0.2322 Validation Accuracy: 90.022676% Epoch 3, Batch 179329 -Loss: 0.3654 Validation Accuracy: 89.931973% Epoch 3, Batch 179457 -Loss: 0.2088 Validation Accuracy: 90.158730% Epoch 3, Batch 179585 -Loss: 0.2113 Validation Accuracy: 90.770975% Epoch 3, Batch 179713 -Loss: 0.4020 Validation Accuracy: 90.113379% Epoch 3, Batch 179841 -Loss: 0.1385 Validation Accuracy: 89.387755% Epoch 3, Batch 179969 -Loss: 0.3231 Validation Accuracy: 89.523810% Epoch 3, Batch 180097 -Loss: 0.2385 Validation Accuracy: 89.727891% Epoch 3, Batch 180225 -Loss: 0.2171 Validation Accuracy: 89.365079% 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-Loss: 0.4060 Validation Accuracy: 90.725624% Epoch 3, Batch 184193 -Loss: 0.1570 Validation Accuracy: 90.476190% Epoch 3, Batch 184321 -Loss: 0.2812 Validation Accuracy: 90.589569% Epoch 3, Batch 184449 -Loss: 0.2135 Validation Accuracy: 89.818594% Epoch 3, Batch 184577 -Loss: 0.2726 Validation Accuracy: 90.521542% Epoch 3, Batch 184705 -Loss: 0.1302 Validation Accuracy: 90.226757% Epoch 3, Batch 184833 -Loss: 0.3197 Validation Accuracy: 89.727891% Epoch 3, Batch 184961 -Loss: 0.4143 Validation Accuracy: 90.340136% Epoch 3, Batch 185089 -Loss: 0.3857 Validation Accuracy: 90.204082% Epoch 3, Batch 185217 -Loss: 0.1476 Validation Accuracy: 90.294785% Epoch 3, Batch 185345 -Loss: 0.1725 Validation Accuracy: 90.385488% Epoch 3, Batch 185473 -Loss: 0.2156 Validation Accuracy: 90.158730% Epoch 3, Batch 185601 -Loss: 0.3126 Validation Accuracy: 89.682540% Epoch 3, Batch 185729 -Loss: 0.2497 Validation Accuracy: 90.068027% Epoch 3, Batch 185857 -Loss: 0.2623 Validation Accuracy: 90.566893% 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-Loss: 0.2229 Validation Accuracy: 90.136054% Epoch 3, Batch 189825 -Loss: 0.2568 Validation Accuracy: 90.136054% Epoch 3, Batch 189953 -Loss: 0.2366 Validation Accuracy: 89.659864% Epoch 3, Batch 190081 -Loss: 0.2558 Validation Accuracy: 90.362812% Epoch 3, Batch 190209 -Loss: 0.2545 Validation Accuracy: 89.863946% Epoch 3, Batch 190337 -Loss: 0.2593 Validation Accuracy: 90.430839% Epoch 3, Batch 190465 -Loss: 0.4705 Validation Accuracy: 90.294785% Epoch 3, Batch 190593 -Loss: 0.2243 Validation Accuracy: 90.907029% Epoch 3, Batch 190721 -Loss: 0.2956 Validation Accuracy: 90.498866% Epoch 3, Batch 190849 -Loss: 0.2276 Validation Accuracy: 90.907030% Epoch 3, Batch 190977 -Loss: 0.1677 Validation Accuracy: 90.589569% Epoch 3, Batch 191105 -Loss: 0.1472 Validation Accuracy: 90.476190% Epoch 3, Batch 191233 -Loss: 0.2358 Validation Accuracy: 90.272109% Epoch 3, Batch 191361 -Loss: 0.3911 Validation Accuracy: 90.362812% Epoch 3, Batch 191489 -Loss: 0.2632 Validation Accuracy: 90.294785% 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-Loss: 0.2255 Validation Accuracy: 90.589569% Epoch 3, Batch 195457 -Loss: 0.1605 Validation Accuracy: 90.634921% Epoch 3, Batch 195585 -Loss: 0.4568 Validation Accuracy: 91.020408% Epoch 3, Batch 195713 -Loss: 0.2829 Validation Accuracy: 90.725624% Epoch 3, Batch 195841 -Loss: 0.2547 Validation Accuracy: 90.272109% Epoch 3, Batch 195969 -Loss: 0.3134 Validation Accuracy: 90.362812% Epoch 3, Batch 196097 -Loss: 0.1940 Validation Accuracy: 90.566893% Epoch 3, Batch 196225 -Loss: 0.2635 Validation Accuracy: 90.226757% Epoch 3, Batch 196353 -Loss: 0.2078 Validation Accuracy: 90.521542% Epoch 3, Batch 196481 -Loss: 0.2583 Validation Accuracy: 90.544218% Epoch 3, Batch 196609 -Loss: 0.2426 Validation Accuracy: 91.111111% Epoch 3, Batch 196737 -Loss: 0.2602 Validation Accuracy: 90.430839% Epoch 3, Batch 196865 -Loss: 0.2829 Validation Accuracy: 90.317460% Epoch 3, Batch 196993 -Loss: 0.2258 Validation Accuracy: 90.430839% Epoch 3, Batch 197121 -Loss: 0.4714 Validation Accuracy: 90.521542% 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Validation Accuracy: 91.315193% Epoch 4, Batch 58881 -Loss: 0.3266 Validation Accuracy: 91.451247% Epoch 4, Batch 59009 -Loss: 0.2878 Validation Accuracy: 91.247166% Epoch 4, Batch 59137 -Loss: 0.3103 Validation Accuracy: 91.882086% Epoch 4, Batch 59265 -Loss: 0.2351 Validation Accuracy: 91.360544% Epoch 4, Batch 59393 -Loss: 0.3111 Validation Accuracy: 91.632653% Epoch 4, Batch 59521 -Loss: 0.1542 Validation Accuracy: 91.405896% Epoch 4, Batch 59649 -Loss: 0.2372 Validation Accuracy: 91.473923% Epoch 4, Batch 59777 -Loss: 0.1946 Validation Accuracy: 91.133787% Epoch 4, Batch 59905 -Loss: 0.2714 Validation Accuracy: 91.473923% Epoch 4, Batch 60033 -Loss: 0.1960 Validation Accuracy: 90.884354% Epoch 4, Batch 60161 -Loss: 0.3247 Validation Accuracy: 91.269841% Epoch 4, Batch 60289 -Loss: 0.2282 Validation Accuracy: 91.564626% Epoch 4, Batch 60417 -Loss: 0.2486 Validation Accuracy: 90.770975% Epoch 4, Batch 60545 -Loss: 0.2198 Validation Accuracy: 91.020408% Epoch 4, Batch 60673 -Loss: 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Validation Accuracy: 90.725624% Epoch 4, Batch 119553 -Loss: 0.3647 Validation Accuracy: 91.428571% Epoch 4, Batch 119681 -Loss: 0.1599 Validation Accuracy: 90.907029% Epoch 4, Batch 119809 -Loss: 0.1816 Validation Accuracy: 90.770975% Epoch 4, Batch 119937 -Loss: 0.2945 Validation Accuracy: 91.088435% Epoch 4, Batch 120065 -Loss: 0.3169 Validation Accuracy: 90.476191% Epoch 4, Batch 120193 -Loss: 0.1668 Validation Accuracy: 90.657596% Epoch 4, Batch 120321 -Loss: 0.2407 Validation Accuracy: 90.453515% Epoch 4, Batch 120449 -Loss: 0.1981 Validation Accuracy: 91.292517% Epoch 4, Batch 120577 -Loss: 0.1552 Validation Accuracy: 89.954649% Epoch 4, Batch 120705 -Loss: 0.2354 Validation Accuracy: 90.249433% Epoch 4, Batch 120833 -Loss: 0.3076 Validation Accuracy: 89.909297% Epoch 4, Batch 120961 -Loss: 0.2657 Validation Accuracy: 89.841270% Epoch 4, Batch 121089 -Loss: 0.2663 Validation Accuracy: 89.795918% Epoch 4, Batch 121217 -Loss: 0.2584 Validation Accuracy: 89.841270% Epoch 4, Batch 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Validation Accuracy: 90.249433% Epoch 4, Batch 125185 -Loss: 0.2300 Validation Accuracy: 90.952381% Epoch 4, Batch 125313 -Loss: 0.1642 Validation Accuracy: 90.612245% Epoch 4, Batch 125441 -Loss: 0.2189 Validation Accuracy: 91.111111% Epoch 4, Batch 125569 -Loss: 0.2466 Validation Accuracy: 90.453515% Epoch 4, Batch 125697 -Loss: 0.1442 Validation Accuracy: 90.657596% Epoch 4, Batch 125825 -Loss: 0.2982 Validation Accuracy: 91.020408% Epoch 4, Batch 125953 -Loss: 0.2775 Validation Accuracy: 90.952381% Epoch 4, Batch 126081 -Loss: 0.2116 Validation Accuracy: 90.544218% Epoch 4, Batch 126209 -Loss: 0.3732 Validation Accuracy: 90.544218% Epoch 4, Batch 126337 -Loss: 0.3068 Validation Accuracy: 90.589569% Epoch 4, Batch 126465 -Loss: 0.1515 Validation Accuracy: 90.272109% Epoch 4, Batch 126593 -Loss: 0.2110 Validation Accuracy: 90.952381% Epoch 4, Batch 126721 -Loss: 0.1141 Validation Accuracy: 90.249433% Epoch 4, Batch 126849 -Loss: 0.2690 Validation Accuracy: 91.360544% Epoch 4, Batch 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Validation Accuracy: 90.816327% Epoch 4, Batch 130817 -Loss: 0.1817 Validation Accuracy: 90.816327% Epoch 4, Batch 130945 -Loss: 0.1526 Validation Accuracy: 90.340136% Epoch 4, Batch 131073 -Loss: 0.2181 Validation Accuracy: 90.680272% Epoch 4, Batch 131201 -Loss: 0.2550 Validation Accuracy: 91.088435% Epoch 4, Batch 131329 -Loss: 0.2797 Validation Accuracy: 90.113379% Epoch 4, Batch 131457 -Loss: 0.2401 Validation Accuracy: 90.770975% Epoch 4, Batch 131585 -Loss: 0.2117 Validation Accuracy: 91.020408% Epoch 4, Batch 131713 -Loss: 0.2298 Validation Accuracy: 90.634921% Epoch 4, Batch 131841 -Loss: 0.1849 Validation Accuracy: 90.748299% Epoch 4, Batch 131969 -Loss: 0.2625 Validation Accuracy: 90.657596% Epoch 4, Batch 132097 -Loss: 0.2542 Validation Accuracy: 90.272109% Epoch 4, Batch 132225 -Loss: 0.0890 Validation Accuracy: 90.408163% Epoch 4, Batch 132353 -Loss: 0.1792 Validation Accuracy: 91.043084% Epoch 4, Batch 132481 -Loss: 0.2782 Validation Accuracy: 90.181406% Epoch 4, Batch 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Validation Accuracy: 90.702948% Epoch 4, Batch 136449 -Loss: 0.2293 Validation Accuracy: 90.612245% Epoch 4, Batch 136577 -Loss: 0.3136 Validation Accuracy: 90.362812% Epoch 4, Batch 136705 -Loss: 0.1752 Validation Accuracy: 90.521542% Epoch 4, Batch 136833 -Loss: 0.1642 Validation Accuracy: 90.997732% Epoch 4, Batch 136961 -Loss: 0.1441 Validation Accuracy: 91.337869% Epoch 4, Batch 137089 -Loss: 0.2846 Validation Accuracy: 90.839002% Epoch 4, Batch 137217 -Loss: 0.1886 Validation Accuracy: 91.224490% Epoch 4, Batch 137345 -Loss: 0.3023 Validation Accuracy: 90.385488% Epoch 4, Batch 137473 -Loss: 0.1762 Validation Accuracy: 90.793651% Epoch 4, Batch 137601 -Loss: 0.4050 Validation Accuracy: 90.975057% Epoch 4, Batch 137729 -Loss: 0.2156 Validation Accuracy: 91.065760% Epoch 4, Batch 137857 -Loss: 0.1667 Validation Accuracy: 90.657596% Epoch 4, Batch 137985 -Loss: 0.2968 Validation Accuracy: 90.997732% Epoch 4, Batch 138113 -Loss: 0.2225 Validation Accuracy: 90.839002% Epoch 4, Batch 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Validation Accuracy: 90.544218% Epoch 4, Batch 147713 -Loss: 0.3121 Validation Accuracy: 90.362812% Epoch 4, Batch 147841 -Loss: 0.2008 Validation Accuracy: 90.839002% Epoch 4, Batch 147969 -Loss: 0.2464 Validation Accuracy: 90.521542% Epoch 4, Batch 148097 -Loss: 0.1431 Validation Accuracy: 90.634921% Epoch 4, Batch 148225 -Loss: 0.2448 Validation Accuracy: 90.340136% Epoch 4, Batch 148353 -Loss: 0.2447 Validation Accuracy: 91.473923% Epoch 4, Batch 148481 -Loss: 0.1637 Validation Accuracy: 90.181406% Epoch 4, Batch 148609 -Loss: 0.2760 Validation Accuracy: 91.156463% Epoch 4, Batch 148737 -Loss: 0.2661 Validation Accuracy: 90.770975% Epoch 4, Batch 148865 -Loss: 0.1319 Validation Accuracy: 90.340136% Epoch 4, Batch 148993 -Loss: 0.2110 Validation Accuracy: 91.088435% Epoch 4, Batch 149121 -Loss: 0.3920 Validation Accuracy: 91.043084% Epoch 4, Batch 149249 -Loss: 0.1448 Validation Accuracy: 90.634921% Epoch 4, Batch 149377 -Loss: 0.2857 Validation Accuracy: 90.204082% Epoch 4, Batch 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Validation Accuracy: 91.247166% Epoch 4, Batch 153345 -Loss: 0.1492 Validation Accuracy: 91.519274% Epoch 4, Batch 153473 -Loss: 0.1665 Validation Accuracy: 91.292517% Epoch 4, Batch 153601 -Loss: 0.1488 Validation Accuracy: 91.519274% Epoch 4, Batch 153729 -Loss: 0.1324 Validation Accuracy: 91.337869% Epoch 4, Batch 153857 -Loss: 0.2013 Validation Accuracy: 90.702948% Epoch 4, Batch 153985 -Loss: 0.3303 Validation Accuracy: 91.088435% Epoch 4, Batch 154113 -Loss: 0.2310 Validation Accuracy: 91.179138% Epoch 4, Batch 154241 -Loss: 0.1798 Validation Accuracy: 90.907030% Epoch 4, Batch 154369 -Loss: 0.2092 Validation Accuracy: 91.269841% Epoch 4, Batch 154497 -Loss: 0.2358 Validation Accuracy: 91.428571% Epoch 4, Batch 154625 -Loss: 0.1571 Validation Accuracy: 91.292517% Epoch 4, Batch 154753 -Loss: 0.1435 Validation Accuracy: 91.088435% Epoch 4, Batch 154881 -Loss: 0.1466 Validation Accuracy: 90.975057% Epoch 4, Batch 155009 -Loss: 0.1021 Validation Accuracy: 91.383220% Epoch 4, Batch 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Validation Accuracy: 90.136054% Epoch 4, Batch 158977 -Loss: 0.1243 Validation Accuracy: 90.362812% Epoch 4, Batch 159105 -Loss: 0.2320 Validation Accuracy: 90.430839% Epoch 4, Batch 159233 -Loss: 0.1962 Validation Accuracy: 90.045352% Epoch 4, Batch 159361 -Loss: 0.3018 Validation Accuracy: 90.408163% Epoch 4, Batch 159489 -Loss: 0.2192 Validation Accuracy: 90.793651% Epoch 4, Batch 159617 -Loss: 0.1767 Validation Accuracy: 90.476190% Epoch 4, Batch 159745 -Loss: 0.2024 Validation Accuracy: 90.430839% Epoch 4, Batch 159873 -Loss: 0.2111 Validation Accuracy: 90.702948% Epoch 4, Batch 160001 -Loss: 0.2854 Validation Accuracy: 90.839002% Epoch 4, Batch 160129 -Loss: 0.1824 Validation Accuracy: 90.521542% Epoch 4, Batch 160257 -Loss: 0.3821 Validation Accuracy: 90.476190% Epoch 4, Batch 160385 -Loss: 0.1770 Validation Accuracy: 90.612245% Epoch 4, Batch 160513 -Loss: 0.1858 Validation Accuracy: 91.088435% Epoch 4, Batch 160641 -Loss: 0.2715 Validation Accuracy: 90.997732% Epoch 4, Batch 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Validation Accuracy: 90.204082% Epoch 4, Batch 164609 -Loss: 0.3332 Validation Accuracy: 90.498866% Epoch 4, Batch 164737 -Loss: 0.2003 Validation Accuracy: 90.725624% Epoch 4, Batch 164865 -Loss: 0.3315 Validation Accuracy: 90.839002% Epoch 4, Batch 164993 -Loss: 0.2312 Validation Accuracy: 90.430839% Epoch 4, Batch 165121 -Loss: 0.2186 Validation Accuracy: 89.954649% Epoch 4, Batch 165249 -Loss: 0.2893 Validation Accuracy: 90.680272% Epoch 4, Batch 165377 -Loss: 0.3839 Validation Accuracy: 90.748299% Epoch 4, Batch 165505 -Loss: 0.1316 Validation Accuracy: 90.476190% Epoch 4, Batch 165633 -Loss: 0.1898 Validation Accuracy: 90.839002% Epoch 4, Batch 165761 -Loss: 0.1108 Validation Accuracy: 90.498866% Epoch 4, Batch 165889 -Loss: 0.1297 Validation Accuracy: 90.634921% Epoch 4, Batch 166017 -Loss: 0.2426 Validation Accuracy: 91.043084% Epoch 4, Batch 166145 -Loss: 0.1715 Validation Accuracy: 90.634921% Epoch 4, Batch 166273 -Loss: 0.1553 Validation Accuracy: 90.272109% Epoch 4, Batch 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Validation Accuracy: 90.725624% Epoch 4, Batch 170241 -Loss: 0.1867 Validation Accuracy: 90.975057% Epoch 4, Batch 170369 -Loss: 0.2596 Validation Accuracy: 90.725624% Epoch 4, Batch 170497 -Loss: 0.2537 Validation Accuracy: 90.657596% Epoch 4, Batch 170625 -Loss: 0.2678 Validation Accuracy: 90.839002% Epoch 4, Batch 170753 -Loss: 0.1734 Validation Accuracy: 90.997732% Epoch 4, Batch 170881 -Loss: 0.1753 Validation Accuracy: 91.383220% Epoch 4, Batch 171009 -Loss: 0.3248 Validation Accuracy: 91.201814% Epoch 4, Batch 171137 -Loss: 0.0927 Validation Accuracy: 90.793651% Epoch 4, Batch 171265 -Loss: 0.1960 Validation Accuracy: 91.247166% Epoch 4, Batch 171393 -Loss: 0.2220 Validation Accuracy: 90.634921% Epoch 4, Batch 171521 -Loss: 0.3386 Validation Accuracy: 90.975057% Epoch 4, Batch 171649 -Loss: 0.1731 Validation Accuracy: 91.111111% Epoch 4, Batch 171777 -Loss: 0.2016 Validation Accuracy: 90.929705% Epoch 4, Batch 171905 -Loss: 0.2031 Validation Accuracy: 91.088435% Epoch 4, Batch 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Validation Accuracy: 90.226757% Epoch 4, Batch 175873 -Loss: 0.2116 Validation Accuracy: 90.408163% Epoch 4, Batch 176001 -Loss: 0.2433 Validation Accuracy: 90.634921% Epoch 4, Batch 176129 -Loss: 0.2310 Validation Accuracy: 90.294785% Epoch 4, Batch 176257 -Loss: 0.1600 Validation Accuracy: 89.727891% Epoch 4, Batch 176385 -Loss: 0.1656 Validation Accuracy: 89.795918% Epoch 4, Batch 176513 -Loss: 0.2620 Validation Accuracy: 89.818594% Epoch 4, Batch 176641 -Loss: 0.3359 Validation Accuracy: 90.226757% Epoch 4, Batch 176769 -Loss: 0.1845 Validation Accuracy: 89.954649% Epoch 4, Batch 176897 -Loss: 0.2465 Validation Accuracy: 90.045352% Epoch 4, Batch 177025 -Loss: 0.1615 Validation Accuracy: 89.841270% Epoch 4, Batch 177153 -Loss: 0.2305 Validation Accuracy: 89.705215% Epoch 4, Batch 177281 -Loss: 0.2857 Validation Accuracy: 90.839002% Epoch 4, Batch 177409 -Loss: 0.1752 Validation Accuracy: 90.884354% Epoch 4, Batch 177537 -Loss: 0.3285 Validation Accuracy: 90.907029% Epoch 4, Batch 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Validation Accuracy: 91.519274% Epoch 4, Batch 181505 -Loss: 0.1888 Validation Accuracy: 91.337868% Epoch 4, Batch 181633 -Loss: 0.1367 Validation Accuracy: 91.473923% Epoch 4, Batch 181761 -Loss: 0.3048 Validation Accuracy: 91.179138% Epoch 4, Batch 181889 -Loss: 0.1347 Validation Accuracy: 91.383220% Epoch 4, Batch 182017 -Loss: 0.2418 Validation Accuracy: 91.337868% Epoch 4, Batch 182145 -Loss: 0.1808 Validation Accuracy: 91.473923% Epoch 4, Batch 182273 -Loss: 0.1636 Validation Accuracy: 91.360544% Epoch 4, Batch 182401 -Loss: 0.3182 Validation Accuracy: 91.609977% Epoch 4, Batch 182529 -Loss: 0.1908 Validation Accuracy: 90.952381% Epoch 4, Batch 182657 -Loss: 0.3750 Validation Accuracy: 91.473923% Epoch 4, Batch 182785 -Loss: 0.1947 Validation Accuracy: 91.156463% Epoch 4, Batch 182913 -Loss: 0.2959 Validation Accuracy: 91.360544% Epoch 4, Batch 183041 -Loss: 0.2168 Validation Accuracy: 91.224490% Epoch 4, Batch 183169 -Loss: 0.1902 Validation Accuracy: 91.519274% Epoch 4, Batch 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Validation Accuracy: 90.884354% Epoch 4, Batch 187137 -Loss: 0.2866 Validation Accuracy: 91.383220% Epoch 4, Batch 187265 -Loss: 0.1645 Validation Accuracy: 91.088435% Epoch 4, Batch 187393 -Loss: 0.1814 Validation Accuracy: 91.768708% Epoch 4, Batch 187521 -Loss: 0.2113 Validation Accuracy: 91.496599% Epoch 4, Batch 187649 -Loss: 0.2436 Validation Accuracy: 91.814059% Epoch 4, Batch 187777 -Loss: 0.1585 Validation Accuracy: 91.179138% Epoch 4, Batch 187905 -Loss: 0.2331 Validation Accuracy: 91.609977% Epoch 4, Batch 188033 -Loss: 0.1587 Validation Accuracy: 91.587302% Epoch 4, Batch 188161 -Loss: 0.2198 Validation Accuracy: 91.292517% Epoch 4, Batch 188289 -Loss: 0.1509 Validation Accuracy: 91.496599% Epoch 4, Batch 188417 -Loss: 0.2043 Validation Accuracy: 91.111111% Epoch 4, Batch 188545 -Loss: 0.1317 Validation Accuracy: 90.521542% Epoch 4, Batch 188673 -Loss: 0.3984 Validation Accuracy: 91.111111% Epoch 4, Batch 188801 -Loss: 0.2844 Validation Accuracy: 90.907029% Epoch 4, Batch 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Validation Accuracy: 91.337868% Epoch 4, Batch 192769 -Loss: 0.1940 Validation Accuracy: 91.247165% Epoch 4, Batch 192897 -Loss: 0.2387 Validation Accuracy: 91.292517% Epoch 4, Batch 193025 -Loss: 0.3516 Validation Accuracy: 91.315193% Epoch 4, Batch 193153 -Loss: 0.2537 Validation Accuracy: 90.884354% Epoch 4, Batch 193281 -Loss: 0.2150 Validation Accuracy: 91.587302% Epoch 4, Batch 193409 -Loss: 0.1408 Validation Accuracy: 90.975057% Epoch 4, Batch 193537 -Loss: 0.2991 Validation Accuracy: 91.451247% Epoch 4, Batch 193665 -Loss: 0.2053 Validation Accuracy: 90.498866% Epoch 4, Batch 193793 -Loss: 0.2006 Validation Accuracy: 91.337868% Epoch 4, Batch 193921 -Loss: 0.2172 Validation Accuracy: 91.065760% Epoch 4, Batch 194049 -Loss: 0.1549 Validation Accuracy: 91.065760% Epoch 4, Batch 194177 -Loss: 0.1577 Validation Accuracy: 91.519274% Epoch 4, Batch 194305 -Loss: 0.2950 Validation Accuracy: 91.609977% Epoch 4, Batch 194433 -Loss: 0.1688 Validation Accuracy: 91.519274% Epoch 4, Batch 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Validation Accuracy: 91.224490% Epoch 4, Batch 198401 -Loss: 0.1762 Validation Accuracy: 91.156463% Epoch 4, Batch 198529 -Loss: 0.1249 Validation Accuracy: 90.249433% Epoch 4, Batch 198657 -Loss: 0.2171 Validation Accuracy: 91.043084% Epoch 4, Batch 198785 -Loss: 0.2757 Validation Accuracy: 90.975057% Epoch 4, Batch 198913 -Loss: 0.3274 Validation Accuracy: 90.793651% Epoch 4, Batch 199041 -Loss: 0.1658 Validation Accuracy: 91.519274% Epoch 4, Batch 199169 -Loss: 0.2408 Validation Accuracy: 90.657596% Epoch 4, Batch 199297 -Loss: 0.1541 Validation Accuracy: 90.680272% Epoch 4, Batch 199425 -Loss: 0.1592 Validation Accuracy: 91.156463% Epoch 4, Batch 199553 -Loss: 0.1669 Validation Accuracy: 91.224490% Epoch 4, Batch 199681 -Loss: 0.1862 Validation Accuracy: 91.020408% Epoch 4, Batch 199809 -Loss: 0.1884 Validation Accuracy: 91.247166% Epoch 4, Batch 199937 -Loss: 0.3141 Validation Accuracy: 90.725624% Epoch 4, Batch 200065 -Loss: 0.2650 Validation Accuracy: 90.839002% Epoch 4, Batch 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Validation Accuracy: 91.020408% Epoch 4, Batch 204033 -Loss: 0.1797 Validation Accuracy: 91.269841% Epoch 4, Batch 204161 -Loss: 0.1569 Validation Accuracy: 91.133787% Epoch 4, Batch 204289 -Loss: 0.1585 Validation Accuracy: 90.476190% Epoch 4, Batch 204417 -Loss: 0.2638 Validation Accuracy: 90.907029% Epoch 4, Batch 204545 -Loss: 0.2181 Validation Accuracy: 90.770975% Epoch 4, Batch 204673 -Loss: 0.3563 Validation Accuracy: 91.405896% Epoch 4, Batch 204801 -Loss: 0.2737 Validation Accuracy: 91.179138% Epoch 4, Batch 204929 -Loss: 0.2302 Validation Accuracy: 91.201814% Epoch 4, Batch 205057 -Loss: 0.2713 Validation Accuracy: 90.929705% Epoch 4, Batch 205185 -Loss: 0.2576 Validation Accuracy: 90.680272% Epoch 4, Batch 205313 -Loss: 0.1171 Validation Accuracy: 91.156463% Epoch 4, Batch 205441 -Loss: 0.2097 Validation Accuracy: 91.179138% Epoch 4, Batch 205569 -Loss: 0.1884 Validation Accuracy: 91.315193% Epoch 4, Batch 205697 -Loss: 0.3097 Validation Accuracy: 91.972789% Epoch 4, Batch 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Validation Accuracy: 92.222222% Epoch 5, Batch 118785 -Loss: 0.1628 Validation Accuracy: 92.335601% Epoch 5, Batch 118913 -Loss: 0.2848 Validation Accuracy: 91.950113% Epoch 5, Batch 119041 -Loss: 0.1591 Validation Accuracy: 92.086168% Epoch 5, Batch 119169 -Loss: 0.1805 Validation Accuracy: 92.086168% Epoch 5, Batch 119297 -Loss: 0.1907 Validation Accuracy: 91.882086% Epoch 5, Batch 119425 -Loss: 0.2538 Validation Accuracy: 92.086168% Epoch 5, Batch 119553 -Loss: 0.1303 Validation Accuracy: 91.995465% Epoch 5, Batch 119681 -Loss: 0.3379 Validation Accuracy: 91.882086% Epoch 5, Batch 119809 -Loss: 0.1480 Validation Accuracy: 91.405896% Epoch 5, Batch 119937 -Loss: 0.1266 Validation Accuracy: 91.904762% Epoch 5, Batch 120065 -Loss: 0.1456 Validation Accuracy: 92.267574% Epoch 5, Batch 120193 -Loss: 0.0899 Validation Accuracy: 91.791383% Epoch 5, Batch 120321 -Loss: 0.1588 Validation Accuracy: 91.995465% Epoch 5, Batch 120449 -Loss: 0.1372 Validation Accuracy: 91.791383% Epoch 5, Batch 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Validation Accuracy: 91.859410% Epoch 5, Batch 124417 -Loss: 0.0827 Validation Accuracy: 91.315193% Epoch 5, Batch 124545 -Loss: 0.2798 Validation Accuracy: 91.859410% Epoch 5, Batch 124673 -Loss: 0.1306 Validation Accuracy: 91.564626% Epoch 5, Batch 124801 -Loss: 0.2355 Validation Accuracy: 91.700680% Epoch 5, Batch 124929 -Loss: 0.1674 Validation Accuracy: 91.995465% Epoch 5, Batch 125057 -Loss: 0.1826 Validation Accuracy: 91.995465% Epoch 5, Batch 125185 -Loss: 0.2047 Validation Accuracy: 91.723356% Epoch 5, Batch 125313 -Loss: 0.1379 Validation Accuracy: 91.768707% Epoch 5, Batch 125441 -Loss: 0.1879 Validation Accuracy: 92.267574% Epoch 5, Batch 125569 -Loss: 0.1012 Validation Accuracy: 92.222222% Epoch 5, Batch 125697 -Loss: 0.3091 Validation Accuracy: 91.950113% Epoch 5, Batch 125825 -Loss: 0.2753 Validation Accuracy: 91.405896% Epoch 5, Batch 125953 -Loss: 0.2696 Validation Accuracy: 91.564626% Epoch 5, Batch 126081 -Loss: 0.1247 Validation Accuracy: 92.290249% Epoch 5, Batch 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Validation Accuracy: 91.882086% Epoch 5, Batch 130049 -Loss: 0.1606 Validation Accuracy: 91.768708% Epoch 5, Batch 130177 -Loss: 0.1356 Validation Accuracy: 91.519274% Epoch 5, Batch 130305 -Loss: 0.1335 Validation Accuracy: 91.746032% Epoch 5, Batch 130433 -Loss: 0.1800 Validation Accuracy: 91.088435% Epoch 5, Batch 130561 -Loss: 0.0878 Validation Accuracy: 91.473923% Epoch 5, Batch 130689 -Loss: 0.1277 Validation Accuracy: 91.519274% Epoch 5, Batch 130817 -Loss: 0.1017 Validation Accuracy: 91.473923% Epoch 5, Batch 130945 -Loss: 0.1165 Validation Accuracy: 91.882086% Epoch 5, Batch 131073 -Loss: 0.2746 Validation Accuracy: 91.609977% Epoch 5, Batch 131201 -Loss: 0.2703 Validation Accuracy: 91.746032% Epoch 5, Batch 131329 -Loss: 0.1911 Validation Accuracy: 91.904762% Epoch 5, Batch 131457 -Loss: 0.1677 Validation Accuracy: 91.587302% Epoch 5, Batch 131585 -Loss: 0.2210 Validation Accuracy: 91.927438% Epoch 5, Batch 131713 -Loss: 0.2037 Validation Accuracy: 92.086168% Epoch 5, Batch 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Validation Accuracy: 92.517007% Epoch 5, Batch 135681 -Loss: 0.2312 Validation Accuracy: 91.882086% Epoch 5, Batch 135809 -Loss: 0.1567 Validation Accuracy: 92.154195% Epoch 5, Batch 135937 -Loss: 0.1306 Validation Accuracy: 91.836735% Epoch 5, Batch 136065 -Loss: 0.3943 Validation Accuracy: 91.859410% Epoch 5, Batch 136193 -Loss: 0.1349 Validation Accuracy: 92.176871% Epoch 5, Batch 136321 -Loss: 0.2550 Validation Accuracy: 91.995465% Epoch 5, Batch 136449 -Loss: 0.1900 Validation Accuracy: 91.315193% Epoch 5, Batch 136577 -Loss: 0.0942 Validation Accuracy: 92.244898% Epoch 5, Batch 136705 -Loss: 0.1451 Validation Accuracy: 92.244898% Epoch 5, Batch 136833 -Loss: 0.1640 Validation Accuracy: 92.335601% Epoch 5, Batch 136961 -Loss: 0.1965 Validation Accuracy: 91.950113% Epoch 5, Batch 137089 -Loss: 0.2705 Validation Accuracy: 92.312925% Epoch 5, Batch 137217 -Loss: 0.2002 Validation Accuracy: 92.834467% Epoch 5, Batch 137345 -Loss: 0.1432 Validation Accuracy: 92.426304% Epoch 5, Batch 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Validation Accuracy: 92.312925% Epoch 5, Batch 141313 -Loss: 0.2458 Validation Accuracy: 91.451247% Epoch 5, Batch 141441 -Loss: 0.2230 Validation Accuracy: 91.678005% Epoch 5, Batch 141569 -Loss: 0.2504 Validation Accuracy: 92.607710% Epoch 5, Batch 141697 -Loss: 0.3016 Validation Accuracy: 92.426304% Epoch 5, Batch 141825 -Loss: 0.1371 Validation Accuracy: 92.063492% Epoch 5, Batch 141953 -Loss: 0.3067 Validation Accuracy: 92.471655% Epoch 5, Batch 142081 -Loss: 0.1589 Validation Accuracy: 92.222222% Epoch 5, Batch 142209 -Loss: 0.1233 Validation Accuracy: 92.199546% Epoch 5, Batch 142337 -Loss: 0.1781 Validation Accuracy: 92.108844% Epoch 5, Batch 142465 -Loss: 0.3115 Validation Accuracy: 92.244898% Epoch 5, Batch 142593 -Loss: 0.1964 Validation Accuracy: 92.063492% Epoch 5, Batch 142721 -Loss: 0.0977 Validation Accuracy: 91.541950% Epoch 5, Batch 142849 -Loss: 0.2087 Validation Accuracy: 91.836735% Epoch 5, Batch 142977 -Loss: 0.1038 Validation Accuracy: 91.950113% Epoch 5, Batch 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Validation Accuracy: 91.587302% Epoch 5, Batch 146945 -Loss: 0.0764 Validation Accuracy: 92.063492% Epoch 5, Batch 147073 -Loss: 0.2060 Validation Accuracy: 91.882086% Epoch 5, Batch 147201 -Loss: 0.1310 Validation Accuracy: 92.176871% Epoch 5, Batch 147329 -Loss: 0.0944 Validation Accuracy: 92.199547% Epoch 5, Batch 147457 -Loss: 0.1163 Validation Accuracy: 91.519274% Epoch 5, Batch 147585 -Loss: 0.1571 Validation Accuracy: 92.018141% Epoch 5, Batch 147713 -Loss: 0.1337 Validation Accuracy: 92.131519% Epoch 5, Batch 147841 -Loss: 0.2339 Validation Accuracy: 91.995465% Epoch 5, Batch 147969 -Loss: 0.1028 Validation Accuracy: 91.995465% Epoch 5, Batch 148097 -Loss: 0.0869 Validation Accuracy: 92.199546% Epoch 5, Batch 148225 -Loss: 0.2411 Validation Accuracy: 92.131519% Epoch 5, Batch 148353 -Loss: 0.1346 Validation Accuracy: 91.972789% Epoch 5, Batch 148481 -Loss: 0.0968 Validation Accuracy: 92.199547% Epoch 5, Batch 148609 -Loss: 0.1255 Validation Accuracy: 91.451247% Epoch 5, Batch 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Validation Accuracy: 92.131519% Epoch 5, Batch 152577 -Loss: 0.1812 Validation Accuracy: 92.154195% Epoch 5, Batch 152705 -Loss: 0.1840 Validation Accuracy: 92.380952% Epoch 5, Batch 152833 -Loss: 0.1015 Validation Accuracy: 91.927438% Epoch 5, Batch 152961 -Loss: 0.1289 Validation Accuracy: 91.972789% Epoch 5, Batch 153089 -Loss: 0.1465 Validation Accuracy: 91.950113% Epoch 5, Batch 153217 -Loss: 0.1730 Validation Accuracy: 92.154195% Epoch 5, Batch 153345 -Loss: 0.2266 Validation Accuracy: 91.678005% Epoch 5, Batch 153473 -Loss: 0.1187 Validation Accuracy: 91.882086% Epoch 5, Batch 153601 -Loss: 0.1988 Validation Accuracy: 91.791383% Epoch 5, Batch 153729 -Loss: 0.1667 Validation Accuracy: 91.655329% Epoch 5, Batch 153857 -Loss: 0.1335 Validation Accuracy: 92.380952% Epoch 5, Batch 153985 -Loss: 0.1205 Validation Accuracy: 91.700680% Epoch 5, Batch 154113 -Loss: 0.2086 Validation Accuracy: 91.723356% Epoch 5, Batch 154241 -Loss: 0.2237 Validation Accuracy: 91.927438% Epoch 5, Batch 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Validation Accuracy: 91.882086% Epoch 5, Batch 158209 -Loss: 0.1366 Validation Accuracy: 92.063492% Epoch 5, Batch 158337 -Loss: 0.0765 Validation Accuracy: 91.791383% Epoch 5, Batch 158465 -Loss: 0.1223 Validation Accuracy: 92.426304% Epoch 5, Batch 158593 -Loss: 0.3447 Validation Accuracy: 91.927438% Epoch 5, Batch 158721 -Loss: 0.2332 Validation Accuracy: 91.972789% Epoch 5, Batch 158849 -Loss: 0.2583 Validation Accuracy: 92.199546% Epoch 5, Batch 158977 -Loss: 0.1844 Validation Accuracy: 92.108844% Epoch 5, Batch 159105 -Loss: 0.1890 Validation Accuracy: 92.108844% Epoch 5, Batch 159233 -Loss: 0.2842 Validation Accuracy: 91.723356% Epoch 5, Batch 159361 -Loss: 0.1298 Validation Accuracy: 91.655329% Epoch 5, Batch 159489 -Loss: 0.1740 Validation Accuracy: 92.086168% Epoch 5, Batch 159617 -Loss: 0.1354 Validation Accuracy: 91.972789% Epoch 5, Batch 159745 -Loss: 0.1264 Validation Accuracy: 92.199546% Epoch 5, Batch 159873 -Loss: 0.1169 Validation Accuracy: 91.859410% Epoch 5, Batch 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Validation Accuracy: 91.292517% Epoch 5, Batch 175105 -Loss: 0.2385 Validation Accuracy: 91.292517% Epoch 5, Batch 175233 -Loss: 0.1527 Validation Accuracy: 91.201814% Epoch 5, Batch 175361 -Loss: 0.1105 Validation Accuracy: 91.156463% Epoch 5, Batch 175489 -Loss: 0.1174 Validation Accuracy: 91.405896% Epoch 5, Batch 175617 -Loss: 0.2397 Validation Accuracy: 90.793651% Epoch 5, Batch 175745 -Loss: 0.1776 Validation Accuracy: 90.793651% Epoch 5, Batch 175873 -Loss: 0.1729 Validation Accuracy: 91.156463% Epoch 5, Batch 176001 -Loss: 0.2076 Validation Accuracy: 90.952381% Epoch 5, Batch 176129 -Loss: 0.1749 Validation Accuracy: 91.405896% Epoch 5, Batch 176257 -Loss: 0.1902 Validation Accuracy: 91.383220% Epoch 5, Batch 176385 -Loss: 0.1389 Validation Accuracy: 91.111111% Epoch 5, Batch 176513 -Loss: 0.1164 Validation Accuracy: 91.269841% Epoch 5, Batch 176641 -Loss: 0.2083 Validation Accuracy: 91.201814% Epoch 5, Batch 176769 -Loss: 0.1547 Validation Accuracy: 91.088435% Epoch 5, Batch 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Validation Accuracy: 91.201814% Epoch 5, Batch 180737 -Loss: 0.2482 Validation Accuracy: 91.655329% Epoch 5, Batch 180865 -Loss: 0.1826 Validation Accuracy: 91.791383% Epoch 5, Batch 180993 -Loss: 0.1387 Validation Accuracy: 91.247166% Epoch 5, Batch 181121 -Loss: 0.2000 Validation Accuracy: 91.700680% Epoch 5, Batch 181249 -Loss: 0.2784 Validation Accuracy: 91.746032% Epoch 5, Batch 181377 -Loss: 0.2728 Validation Accuracy: 92.335601% Epoch 5, Batch 181505 -Loss: 0.2538 Validation Accuracy: 91.904762% Epoch 5, Batch 181633 -Loss: 0.1086 Validation Accuracy: 91.995465% Epoch 5, Batch 181761 -Loss: 0.1236 Validation Accuracy: 92.063492% Epoch 5, Batch 181889 -Loss: 0.1625 Validation Accuracy: 92.312925% Epoch 5, Batch 182017 -Loss: 0.3059 Validation Accuracy: 92.426304% Epoch 5, Batch 182145 -Loss: 0.3171 Validation Accuracy: 91.451247% Epoch 5, Batch 182273 -Loss: 0.2043 Validation Accuracy: 91.995465% Epoch 5, Batch 182401 -Loss: 0.1395 Validation Accuracy: 91.655329% Epoch 5, Batch 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Validation Accuracy: 91.133787% Epoch 5, Batch 186369 -Loss: 0.1713 Validation Accuracy: 91.065760% Epoch 5, Batch 186497 -Loss: 0.0830 Validation Accuracy: 90.702948% Epoch 5, Batch 186625 -Loss: 0.2618 Validation Accuracy: 91.111111% Epoch 5, Batch 186753 -Loss: 0.1960 Validation Accuracy: 91.065760% Epoch 5, Batch 186881 -Loss: 0.1430 Validation Accuracy: 90.725624% Epoch 5, Batch 187009 -Loss: 0.1082 Validation Accuracy: 91.247166% Epoch 5, Batch 187137 -Loss: 0.1922 Validation Accuracy: 91.269841% Epoch 5, Batch 187265 -Loss: 0.2576 Validation Accuracy: 91.201814% Epoch 5, Batch 187393 -Loss: 0.2842 Validation Accuracy: 92.131519% Epoch 5, Batch 187521 -Loss: 0.1494 Validation Accuracy: 91.383220% Epoch 5, Batch 187649 -Loss: 0.1830 Validation Accuracy: 91.564626% Epoch 5, Batch 187777 -Loss: 0.1459 Validation Accuracy: 91.473923% Epoch 5, Batch 187905 -Loss: 0.2468 Validation Accuracy: 91.451247% Epoch 5, Batch 188033 -Loss: 0.1220 Validation Accuracy: 91.768708% Epoch 5, Batch 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Validation Accuracy: 91.428571% Epoch 5, Batch 192001 -Loss: 0.1038 Validation Accuracy: 91.496599% Epoch 5, Batch 192129 -Loss: 0.1973 Validation Accuracy: 91.224490% Epoch 5, Batch 192257 -Loss: 0.2725 Validation Accuracy: 90.952381% Epoch 5, Batch 192385 -Loss: 0.1085 Validation Accuracy: 90.748299% Epoch 5, Batch 192513 -Loss: 0.2682 Validation Accuracy: 90.975057% Epoch 5, Batch 192641 -Loss: 0.2257 Validation Accuracy: 90.498866% Epoch 5, Batch 192769 -Loss: 0.1730 Validation Accuracy: 90.839002% Epoch 5, Batch 192897 -Loss: 0.1943 Validation Accuracy: 91.269841% Epoch 5, Batch 193025 -Loss: 0.1097 Validation Accuracy: 90.793651% Epoch 5, Batch 193153 -Loss: 0.2722 Validation Accuracy: 90.861678% Epoch 5, Batch 193281 -Loss: 0.3065 Validation Accuracy: 90.498866% Epoch 5, Batch 193409 -Loss: 0.2197 Validation Accuracy: 90.725624% Epoch 5, Batch 193537 -Loss: 0.1936 Validation Accuracy: 91.043084% Epoch 5, Batch 193665 -Loss: 0.1901 Validation Accuracy: 90.770975% Epoch 5, Batch 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Validation Accuracy: 91.292517% Epoch 6, Batch 1 -Loss: 0.0640 Validation Accuracy: 91.315193% Epoch 6, Batch 129 -Loss: 0.1401 Validation Accuracy: 90.770975% Epoch 6, Batch 257 -Loss: 0.2507 Validation Accuracy: 90.430839% Epoch 6, Batch 385 -Loss: 0.1438 Validation Accuracy: 91.428571% Epoch 6, Batch 513 -Loss: 0.0957 Validation Accuracy: 91.043084% Epoch 6, Batch 641 -Loss: 0.0840 Validation Accuracy: 90.770975% Epoch 6, Batch 769 -Loss: 0.3225 Validation Accuracy: 91.111111% Epoch 6, Batch 897 -Loss: 0.1689 Validation Accuracy: 91.111111% Epoch 6, Batch 1025 -Loss: 0.0901 Validation Accuracy: 91.587302% Epoch 6, Batch 1153 -Loss: 0.1856 Validation Accuracy: 90.793651% Epoch 6, Batch 1281 -Loss: 0.1474 Validation Accuracy: 91.496599% Epoch 6, Batch 1409 -Loss: 0.0609 Validation Accuracy: 91.360544% Epoch 6, Batch 1537 -Loss: 0.2871 Validation Accuracy: 91.587302% Epoch 6, Batch 1665 -Loss: 0.1068 Validation Accuracy: 90.975057% Epoch 6, Batch 1793 -Loss: 0.3110 Validation Accuracy: 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Validation Accuracy: 91.337868% Epoch 6, Batch 83969 -Loss: 0.0739 Validation Accuracy: 91.224490% Epoch 6, Batch 84097 -Loss: 0.2335 Validation Accuracy: 91.723356% Epoch 6, Batch 84225 -Loss: 0.0872 Validation Accuracy: 91.655329% Epoch 6, Batch 84353 -Loss: 0.1904 Validation Accuracy: 91.723356% Epoch 6, Batch 84481 -Loss: 0.1324 Validation Accuracy: 91.882086% Epoch 6, Batch 84609 -Loss: 0.1273 Validation Accuracy: 91.927438% Epoch 6, Batch 84737 -Loss: 0.1597 Validation Accuracy: 92.154195% Epoch 6, Batch 84865 -Loss: 0.0780 Validation Accuracy: 91.473923% Epoch 6, Batch 84993 -Loss: 0.1987 Validation Accuracy: 92.199546% Epoch 6, Batch 85121 -Loss: 0.2317 Validation Accuracy: 92.312925% Epoch 6, Batch 85249 -Loss: 0.1460 Validation Accuracy: 91.904762% Epoch 6, Batch 85377 -Loss: 0.1114 Validation Accuracy: 92.199546% Epoch 6, Batch 85505 -Loss: 0.1182 Validation Accuracy: 92.040816% Epoch 6, Batch 85633 -Loss: 0.1927 Validation Accuracy: 92.244898% Epoch 6, Batch 85761 -Loss: 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-Loss: 0.1571 Validation Accuracy: 91.904762% Epoch 6, Batch 87809 -Loss: 0.1086 Validation Accuracy: 91.859410% Epoch 6, Batch 87937 -Loss: 0.2121 Validation Accuracy: 91.950113% Epoch 6, Batch 88065 -Loss: 0.2342 Validation Accuracy: 92.380952% Epoch 6, Batch 88193 -Loss: 0.2398 Validation Accuracy: 92.267574% Epoch 6, Batch 88321 -Loss: 0.0828 Validation Accuracy: 91.723356% Epoch 6, Batch 88449 -Loss: 0.1279 Validation Accuracy: 92.063492% Epoch 6, Batch 88577 -Loss: 0.0659 Validation Accuracy: 92.063492% Epoch 6, Batch 88705 -Loss: 0.2169 Validation Accuracy: 91.156463% Epoch 6, Batch 88833 -Loss: 0.1426 Validation Accuracy: 91.927438% Epoch 6, Batch 88961 -Loss: 0.1395 Validation Accuracy: 91.247166% Epoch 6, Batch 89089 -Loss: 0.1184 Validation Accuracy: 91.315193% Epoch 6, Batch 89217 -Loss: 0.1231 Validation Accuracy: 91.473923% Epoch 6, Batch 89345 -Loss: 0.2806 Validation Accuracy: 91.541950% Epoch 6, Batch 89473 -Loss: 0.1219 Validation Accuracy: 91.655329% Epoch 6, Batch 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Validation Accuracy: 91.587302% Epoch 6, Batch 99201 -Loss: 0.2185 Validation Accuracy: 91.179138% Epoch 6, Batch 99329 -Loss: 0.2134 Validation Accuracy: 92.244898% Epoch 6, Batch 99457 -Loss: 0.1726 Validation Accuracy: 91.972789% Epoch 6, Batch 99585 -Loss: 0.2532 Validation Accuracy: 91.995465% Epoch 6, Batch 99713 -Loss: 0.1167 Validation Accuracy: 92.222222% Epoch 6, Batch 99841 -Loss: 0.1962 Validation Accuracy: 92.131519% Epoch 6, Batch 99969 -Loss: 0.2718 Validation Accuracy: 92.131519% Epoch 6, Batch 100097 -Loss: 0.3627 Validation Accuracy: 92.244898% Epoch 6, Batch 100225 -Loss: 0.1444 Validation Accuracy: 92.630385% Epoch 6, Batch 100353 -Loss: 0.0914 Validation Accuracy: 92.380952% Epoch 6, Batch 100481 -Loss: 0.1203 Validation Accuracy: 91.927438% Epoch 6, Batch 100609 -Loss: 0.2074 Validation Accuracy: 92.176871% Epoch 6, Batch 100737 -Loss: 0.1455 Validation Accuracy: 92.448980% Epoch 6, Batch 100865 -Loss: 0.1198 Validation Accuracy: 91.995465% Epoch 6, Batch 100993 -Loss: 0.2250 Validation Accuracy: 91.904762% Epoch 6, Batch 101121 -Loss: 0.2061 Validation Accuracy: 91.972789% Epoch 6, Batch 101249 -Loss: 0.1429 Validation Accuracy: 91.451247% Epoch 6, Batch 101377 -Loss: 0.1127 Validation Accuracy: 92.176871% Epoch 6, Batch 101505 -Loss: 0.2205 Validation Accuracy: 92.494331% Epoch 6, Batch 101633 -Loss: 0.2524 Validation Accuracy: 92.040816% Epoch 6, Batch 101761 -Loss: 0.1519 Validation Accuracy: 92.380952% Epoch 6, Batch 101889 -Loss: 0.1524 Validation Accuracy: 92.380952% Epoch 6, Batch 102017 -Loss: 0.1903 Validation Accuracy: 92.879819% Epoch 6, Batch 102145 -Loss: 0.0778 Validation Accuracy: 92.426304% Epoch 6, Batch 102273 -Loss: 0.2211 Validation Accuracy: 92.471655% Epoch 6, Batch 102401 -Loss: 0.1497 Validation Accuracy: 92.403628% Epoch 6, Batch 102529 -Loss: 0.0883 Validation Accuracy: 92.426304% Epoch 6, Batch 102657 -Loss: 0.0834 Validation Accuracy: 92.675737% Epoch 6, Batch 102785 -Loss: 0.1684 Validation Accuracy: 92.698413% 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-Loss: 0.1904 Validation Accuracy: 91.632653% Epoch 6, Batch 106753 -Loss: 0.1932 Validation Accuracy: 91.972789% Epoch 6, Batch 106881 -Loss: 0.2439 Validation Accuracy: 92.040816% Epoch 6, Batch 107009 -Loss: 0.0962 Validation Accuracy: 92.063492% Epoch 6, Batch 107137 -Loss: 0.0883 Validation Accuracy: 92.131519% Epoch 6, Batch 107265 -Loss: 0.1086 Validation Accuracy: 91.791383% Epoch 6, Batch 107393 -Loss: 0.1683 Validation Accuracy: 92.040816% Epoch 6, Batch 107521 -Loss: 0.1117 Validation Accuracy: 92.380952% Epoch 6, Batch 107649 -Loss: 0.1285 Validation Accuracy: 92.267574% Epoch 6, Batch 107777 -Loss: 0.0877 Validation Accuracy: 91.768708% Epoch 6, Batch 107905 -Loss: 0.1857 Validation Accuracy: 92.312925% Epoch 6, Batch 108033 -Loss: 0.1246 Validation Accuracy: 92.290249% Epoch 6, Batch 108161 -Loss: 0.1770 Validation Accuracy: 91.927438% Epoch 6, Batch 108289 -Loss: 0.2943 Validation Accuracy: 92.698413% Epoch 6, Batch 108417 -Loss: 0.1849 Validation Accuracy: 92.426304% 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-Loss: 0.0727 Validation Accuracy: 92.018141% Epoch 6, Batch 112385 -Loss: 0.2224 Validation Accuracy: 91.700680% Epoch 6, Batch 112513 -Loss: 0.1054 Validation Accuracy: 91.927438% Epoch 6, Batch 112641 -Loss: 0.1679 Validation Accuracy: 92.154195% Epoch 6, Batch 112769 -Loss: 0.1471 Validation Accuracy: 92.199547% Epoch 6, Batch 112897 -Loss: 0.0823 Validation Accuracy: 91.768707% Epoch 6, Batch 113025 -Loss: 0.2517 Validation Accuracy: 92.222222% Epoch 6, Batch 113153 -Loss: 0.1842 Validation Accuracy: 91.972789% Epoch 6, Batch 113281 -Loss: 0.2880 Validation Accuracy: 92.176871% Epoch 6, Batch 113409 -Loss: 0.1000 Validation Accuracy: 92.335601% Epoch 6, Batch 113537 -Loss: 0.1370 Validation Accuracy: 92.131519% Epoch 6, Batch 113665 -Loss: 0.1929 Validation Accuracy: 92.448980% Epoch 6, Batch 113793 -Loss: 0.1478 Validation Accuracy: 92.335601% Epoch 6, Batch 113921 -Loss: 0.1577 Validation Accuracy: 91.927438% Epoch 6, Batch 114049 -Loss: 0.1682 Validation Accuracy: 92.290249% 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-Loss: 0.1859 Validation Accuracy: 92.380952% Epoch 6, Batch 118017 -Loss: 0.0991 Validation Accuracy: 93.265306% Epoch 6, Batch 118145 -Loss: 0.2233 Validation Accuracy: 92.585034% Epoch 6, Batch 118273 -Loss: 0.1672 Validation Accuracy: 93.015873% Epoch 6, Batch 118401 -Loss: 0.1299 Validation Accuracy: 92.335601% Epoch 6, Batch 118529 -Loss: 0.1093 Validation Accuracy: 92.947846% Epoch 6, Batch 118657 -Loss: 0.1179 Validation Accuracy: 92.721088% Epoch 6, Batch 118785 -Loss: 0.2131 Validation Accuracy: 92.766440% Epoch 6, Batch 118913 -Loss: 0.1711 Validation Accuracy: 92.925170% Epoch 6, Batch 119041 -Loss: 0.1340 Validation Accuracy: 92.562358% Epoch 6, Batch 119169 -Loss: 0.1287 Validation Accuracy: 92.607710% Epoch 6, Batch 119297 -Loss: 0.1544 Validation Accuracy: 92.970522% Epoch 6, Batch 119425 -Loss: 0.1639 Validation Accuracy: 93.265306% Epoch 6, Batch 119553 -Loss: 0.1599 Validation Accuracy: 92.721088% Epoch 6, Batch 119681 -Loss: 0.1435 Validation Accuracy: 92.403628% 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-Loss: 0.2607 Validation Accuracy: 92.471655% Epoch 6, Batch 123649 -Loss: 0.2258 Validation Accuracy: 92.471655% Epoch 6, Batch 123777 -Loss: 0.1978 Validation Accuracy: 92.244898% Epoch 6, Batch 123905 -Loss: 0.1607 Validation Accuracy: 92.086168% Epoch 6, Batch 124033 -Loss: 0.0858 Validation Accuracy: 91.655329% Epoch 6, Batch 124161 -Loss: 0.1123 Validation Accuracy: 92.018141% Epoch 6, Batch 124289 -Loss: 0.2459 Validation Accuracy: 92.290249% Epoch 6, Batch 124417 -Loss: 0.2032 Validation Accuracy: 92.380952% Epoch 6, Batch 124545 -Loss: 0.1796 Validation Accuracy: 92.789116% Epoch 6, Batch 124673 -Loss: 0.1321 Validation Accuracy: 92.267574% Epoch 6, Batch 124801 -Loss: 0.1960 Validation Accuracy: 92.675737% Epoch 6, Batch 124929 -Loss: 0.2183 Validation Accuracy: 92.607710% Epoch 6, Batch 125057 -Loss: 0.1844 Validation Accuracy: 92.086168% Epoch 6, Batch 125185 -Loss: 0.1380 Validation Accuracy: 91.768707% Epoch 6, Batch 125313 -Loss: 0.2895 Validation Accuracy: 92.063492% 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-Loss: 0.1600 Validation Accuracy: 92.222222% Epoch 6, Batch 129281 -Loss: 0.2655 Validation Accuracy: 92.335601% Epoch 6, Batch 129409 -Loss: 0.0643 Validation Accuracy: 92.380952% Epoch 6, Batch 129537 -Loss: 0.1349 Validation Accuracy: 92.811791% Epoch 6, Batch 129665 -Loss: 0.1147 Validation Accuracy: 92.471655% Epoch 6, Batch 129793 -Loss: 0.1593 Validation Accuracy: 92.494331% Epoch 6, Batch 129921 -Loss: 0.1735 Validation Accuracy: 92.517007% Epoch 6, Batch 130049 -Loss: 0.1802 Validation Accuracy: 92.448980% Epoch 6, Batch 130177 -Loss: 0.0958 Validation Accuracy: 92.766440% Epoch 6, Batch 130305 -Loss: 0.2002 Validation Accuracy: 92.403628% Epoch 6, Batch 130433 -Loss: 0.1006 Validation Accuracy: 92.063492% Epoch 6, Batch 130561 -Loss: 0.1848 Validation Accuracy: 91.927438% Epoch 6, Batch 130689 -Loss: 0.2782 Validation Accuracy: 91.859410% Epoch 6, Batch 130817 -Loss: 0.1443 Validation Accuracy: 91.315193% Epoch 6, Batch 130945 -Loss: 0.1137 Validation Accuracy: 91.995465% 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-Loss: 0.1251 Validation Accuracy: 91.972789% Epoch 6, Batch 140545 -Loss: 0.1546 Validation Accuracy: 91.791383% Epoch 6, Batch 140673 -Loss: 0.1133 Validation Accuracy: 91.473923% Epoch 6, Batch 140801 -Loss: 0.3342 Validation Accuracy: 91.587302% Epoch 6, Batch 140929 -Loss: 0.1625 Validation Accuracy: 91.746032% Epoch 6, Batch 141057 -Loss: 0.1354 Validation Accuracy: 92.335601% Epoch 6, Batch 141185 -Loss: 0.1093 Validation Accuracy: 92.108844% Epoch 6, Batch 141313 -Loss: 0.1401 Validation Accuracy: 91.995465% Epoch 6, Batch 141441 -Loss: 0.1629 Validation Accuracy: 91.950113% Epoch 6, Batch 141569 -Loss: 0.2345 Validation Accuracy: 91.746032% Epoch 6, Batch 141697 -Loss: 0.2242 Validation Accuracy: 91.746032% Epoch 6, Batch 141825 -Loss: 0.1076 Validation Accuracy: 91.428571% Epoch 6, Batch 141953 -Loss: 0.1838 Validation Accuracy: 91.791383% Epoch 6, Batch 142081 -Loss: 0.2454 Validation Accuracy: 92.040816% Epoch 6, Batch 142209 -Loss: 0.1471 Validation Accuracy: 92.244898% 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-Loss: 0.3020 Validation Accuracy: 92.335601% Epoch 6, Batch 146177 -Loss: 0.1240 Validation Accuracy: 91.791383% Epoch 6, Batch 146305 -Loss: 0.1283 Validation Accuracy: 92.063492% Epoch 6, Batch 146433 -Loss: 0.1954 Validation Accuracy: 92.448980% Epoch 6, Batch 146561 -Loss: 0.1129 Validation Accuracy: 91.927438% Epoch 6, Batch 146689 -Loss: 0.1138 Validation Accuracy: 92.131519% Epoch 6, Batch 146817 -Loss: 0.2324 Validation Accuracy: 92.018141% Epoch 6, Batch 146945 -Loss: 0.2746 Validation Accuracy: 91.609977% Epoch 6, Batch 147073 -Loss: 0.1667 Validation Accuracy: 92.040816% Epoch 6, Batch 147201 -Loss: 0.2028 Validation Accuracy: 91.247166% Epoch 6, Batch 147329 -Loss: 0.0714 Validation Accuracy: 91.746032% Epoch 6, Batch 147457 -Loss: 0.1120 Validation Accuracy: 91.678005% Epoch 6, Batch 147585 -Loss: 0.1070 Validation Accuracy: 91.723356% Epoch 6, Batch 147713 -Loss: 0.1483 Validation Accuracy: 91.927438% Epoch 6, Batch 147841 -Loss: 0.1964 Validation Accuracy: 92.403628% 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Accuracy: 92.607710% Epoch 6, Batch 149889 -Loss: 0.1526 Validation Accuracy: 92.675737% Epoch 6, Batch 150017 -Loss: 0.1104 Validation Accuracy: 92.970522% Epoch 6, Batch 150145 -Loss: 0.1902 Validation Accuracy: 92.879819% Epoch 6, Batch 150273 -Loss: 0.1713 Validation Accuracy: 93.219955% Epoch 6, Batch 150401 -Loss: 0.1254 Validation Accuracy: 93.015873% Epoch 6, Batch 150529 -Loss: 0.1977 Validation Accuracy: 92.970522% Epoch 6, Batch 150657 -Loss: 0.0958 Validation Accuracy: 93.083900% Epoch 6, Batch 150785 -Loss: 0.2855 Validation Accuracy: 92.653061% Epoch 6, Batch 150913 -Loss: 0.2562 Validation Accuracy: 93.038549% Epoch 6, Batch 151041 -Loss: 0.1823 Validation Accuracy: 92.879819% Epoch 6, Batch 151169 -Loss: 0.0699 Validation Accuracy: 93.038549% Epoch 6, Batch 151297 -Loss: 0.1621 Validation Accuracy: 92.448980% Epoch 6, Batch 151425 -Loss: 0.0788 Validation Accuracy: 92.789116% Epoch 6, Batch 151553 -Loss: 0.1869 Validation Accuracy: 92.811791% Epoch 6, Batch 151681 -Loss: 0.2196 Validation Accuracy: 92.857143% Epoch 6, Batch 151809 -Loss: 0.2301 Validation Accuracy: 92.562358% Epoch 6, Batch 151937 -Loss: 0.1261 Validation Accuracy: 92.403628% Epoch 6, Batch 152065 -Loss: 0.2815 Validation Accuracy: 92.358277% Epoch 6, Batch 152193 -Loss: 0.2618 Validation Accuracy: 92.403628% Epoch 6, Batch 152321 -Loss: 0.2132 Validation Accuracy: 92.585034% Epoch 6, Batch 152449 -Loss: 0.1813 Validation Accuracy: 92.721088% Epoch 6, Batch 152577 -Loss: 0.2130 Validation Accuracy: 92.607710% Epoch 6, Batch 152705 -Loss: 0.1452 Validation Accuracy: 91.972789% Epoch 6, Batch 152833 -Loss: 0.2208 Validation Accuracy: 92.063492% Epoch 6, Batch 152961 -Loss: 0.2523 Validation Accuracy: 92.630385% Epoch 6, Batch 153089 -Loss: 0.1620 Validation Accuracy: 91.927438% Epoch 6, Batch 153217 -Loss: 0.0994 Validation Accuracy: 92.018141% Epoch 6, Batch 153345 -Loss: 0.0749 Validation Accuracy: 92.086168% Epoch 6, Batch 153473 -Loss: 0.1216 Validation Accuracy: 91.700680% 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-Loss: 0.1802 Validation Accuracy: 91.791383% Epoch 6, Batch 157441 -Loss: 0.1585 Validation Accuracy: 92.176871% Epoch 6, Batch 157569 -Loss: 0.0741 Validation Accuracy: 92.063492% Epoch 6, Batch 157697 -Loss: 0.0781 Validation Accuracy: 91.814059% Epoch 6, Batch 157825 -Loss: 0.1507 Validation Accuracy: 91.904762% Epoch 6, Batch 157953 -Loss: 0.2002 Validation Accuracy: 91.723356% Epoch 6, Batch 158081 -Loss: 0.1786 Validation Accuracy: 91.791383% Epoch 6, Batch 158209 -Loss: 0.2572 Validation Accuracy: 91.609977% Epoch 6, Batch 158337 -Loss: 0.1982 Validation Accuracy: 91.836735% Epoch 6, Batch 158465 -Loss: 0.1989 Validation Accuracy: 91.247166% Epoch 6, Batch 158593 -Loss: 0.1337 Validation Accuracy: 91.451247% Epoch 6, Batch 158721 -Loss: 0.2167 Validation Accuracy: 91.428571% Epoch 6, Batch 158849 -Loss: 0.2200 Validation Accuracy: 91.972789% Epoch 6, Batch 158977 -Loss: 0.2828 Validation Accuracy: 91.882086% Epoch 6, Batch 159105 -Loss: 0.1598 Validation Accuracy: 91.156463% 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-Loss: 0.1557 Validation Accuracy: 91.564626% Epoch 6, Batch 163073 -Loss: 0.1673 Validation Accuracy: 91.972789% Epoch 6, Batch 163201 -Loss: 0.2126 Validation Accuracy: 91.337868% Epoch 6, Batch 163329 -Loss: 0.2276 Validation Accuracy: 91.587302% Epoch 6, Batch 163457 -Loss: 0.2982 Validation Accuracy: 91.927438% Epoch 6, Batch 163585 -Loss: 0.2181 Validation Accuracy: 92.380952% Epoch 6, Batch 163713 -Loss: 0.1508 Validation Accuracy: 92.222222% Epoch 6, Batch 163841 -Loss: 0.1499 Validation Accuracy: 91.632653% Epoch 6, Batch 163969 -Loss: 0.1964 Validation Accuracy: 91.473923% Epoch 6, Batch 164097 -Loss: 0.2081 Validation Accuracy: 92.108844% Epoch 6, Batch 164225 -Loss: 0.1205 Validation Accuracy: 91.768707% Epoch 6, Batch 164353 -Loss: 0.2057 Validation Accuracy: 91.746032% Epoch 6, Batch 164481 -Loss: 0.1121 Validation Accuracy: 92.108844% Epoch 6, Batch 164609 -Loss: 0.1161 Validation Accuracy: 92.176871% Epoch 6, Batch 164737 -Loss: 0.1883 Validation Accuracy: 92.290249% 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-Loss: 0.1275 Validation Accuracy: 92.199546% Epoch 6, Batch 168705 -Loss: 0.1458 Validation Accuracy: 92.222222% Epoch 6, Batch 168833 -Loss: 0.0701 Validation Accuracy: 92.131519% Epoch 6, Batch 168961 -Loss: 0.1760 Validation Accuracy: 92.222222% Epoch 6, Batch 169089 -Loss: 0.1427 Validation Accuracy: 92.290249% Epoch 6, Batch 169217 -Loss: 0.2605 Validation Accuracy: 92.471655% Epoch 6, Batch 169345 -Loss: 0.1626 Validation Accuracy: 92.675737% Epoch 6, Batch 169473 -Loss: 0.1451 Validation Accuracy: 92.834467% Epoch 6, Batch 169601 -Loss: 0.1908 Validation Accuracy: 92.131519% Epoch 6, Batch 169729 -Loss: 0.0802 Validation Accuracy: 92.312925% Epoch 6, Batch 169857 -Loss: 0.1746 Validation Accuracy: 92.471655% Epoch 6, Batch 169985 -Loss: 0.0954 Validation Accuracy: 92.630385% Epoch 6, Batch 170113 -Loss: 0.1891 Validation Accuracy: 92.970522% Epoch 6, Batch 170241 -Loss: 0.1123 Validation Accuracy: 92.698413% Epoch 6, Batch 170369 -Loss: 0.1481 Validation Accuracy: 92.857143% 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-Loss: 0.2293 Validation Accuracy: 92.789116% Epoch 6, Batch 174337 -Loss: 0.1822 Validation Accuracy: 92.698413% Epoch 6, Batch 174465 -Loss: 0.0908 Validation Accuracy: 92.834467% Epoch 6, Batch 174593 -Loss: 0.1445 Validation Accuracy: 92.879819% Epoch 6, Batch 174721 -Loss: 0.1727 Validation Accuracy: 92.743764% Epoch 6, Batch 174849 -Loss: 0.1193 Validation Accuracy: 92.721088% Epoch 6, Batch 174977 -Loss: 0.1325 Validation Accuracy: 93.151927% Epoch 6, Batch 175105 -Loss: 0.1937 Validation Accuracy: 92.811791% Epoch 6, Batch 175233 -Loss: 0.1473 Validation Accuracy: 92.471655% Epoch 6, Batch 175361 -Loss: 0.1688 Validation Accuracy: 92.970522% Epoch 6, Batch 175489 -Loss: 0.1188 Validation Accuracy: 92.766440% Epoch 6, Batch 175617 -Loss: 0.1108 Validation Accuracy: 92.698413% Epoch 6, Batch 175745 -Loss: 0.2536 Validation Accuracy: 93.378685% Epoch 6, Batch 175873 -Loss: 0.1842 Validation Accuracy: 93.151927% Epoch 6, Batch 176001 -Loss: 0.2542 Validation Accuracy: 92.902494% 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-Loss: 0.1952 Validation Accuracy: 92.267574% Epoch 6, Batch 179969 -Loss: 0.2145 Validation Accuracy: 92.358277% Epoch 6, Batch 180097 -Loss: 0.1774 Validation Accuracy: 92.517007% Epoch 6, Batch 180225 -Loss: 0.0978 Validation Accuracy: 92.607710% Epoch 6, Batch 180353 -Loss: 0.2226 Validation Accuracy: 92.811791% Epoch 6, Batch 180481 -Loss: 0.2110 Validation Accuracy: 92.766440% Epoch 6, Batch 180609 -Loss: 0.1526 Validation Accuracy: 91.995465% Epoch 6, Batch 180737 -Loss: 0.1397 Validation Accuracy: 92.902494% Epoch 6, Batch 180865 -Loss: 0.2339 Validation Accuracy: 92.789116% Epoch 6, Batch 180993 -Loss: 0.2041 Validation Accuracy: 92.630385% Epoch 6, Batch 181121 -Loss: 0.2955 Validation Accuracy: 92.517007% Epoch 6, Batch 181249 -Loss: 0.1024 Validation Accuracy: 91.768707% Epoch 6, Batch 181377 -Loss: 0.2267 Validation Accuracy: 92.335601% Epoch 6, Batch 181505 -Loss: 0.1245 Validation Accuracy: 91.541950% Epoch 6, Batch 181633 -Loss: 0.1425 Validation Accuracy: 92.539683% 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-Loss: 0.1757 Validation Accuracy: 91.814059% Epoch 6, Batch 185601 -Loss: 0.0436 Validation Accuracy: 92.448980% Epoch 6, Batch 185729 -Loss: 0.1951 Validation Accuracy: 92.653061% Epoch 6, Batch 185857 -Loss: 0.0605 Validation Accuracy: 91.882086% Epoch 6, Batch 185985 -Loss: 0.2434 Validation Accuracy: 92.721088% Epoch 6, Batch 186113 -Loss: 0.1515 Validation Accuracy: 92.358277% Epoch 6, Batch 186241 -Loss: 0.2166 Validation Accuracy: 92.086168% Epoch 6, Batch 186369 -Loss: 0.2385 Validation Accuracy: 92.108844% Epoch 6, Batch 186497 -Loss: 0.1198 Validation Accuracy: 92.312925% Epoch 6, Batch 186625 -Loss: 0.1546 Validation Accuracy: 92.040816% Epoch 6, Batch 186753 -Loss: 0.1455 Validation Accuracy: 92.040816% Epoch 6, Batch 186881 -Loss: 0.1544 Validation Accuracy: 91.882086% Epoch 6, Batch 187009 -Loss: 0.1865 Validation Accuracy: 92.494331% Epoch 6, Batch 187137 -Loss: 0.1369 Validation Accuracy: 92.040816% Epoch 6, Batch 187265 -Loss: 0.2152 Validation Accuracy: 92.879819% 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-Loss: 0.1808 Validation Accuracy: 92.063492% Epoch 6, Batch 191233 -Loss: 0.1023 Validation Accuracy: 92.108844% Epoch 6, Batch 191361 -Loss: 0.1429 Validation Accuracy: 92.154195% Epoch 6, Batch 191489 -Loss: 0.1115 Validation Accuracy: 91.904762% Epoch 6, Batch 191617 -Loss: 0.1975 Validation Accuracy: 91.791383% Epoch 6, Batch 191745 -Loss: 0.1515 Validation Accuracy: 91.723356% Epoch 6, Batch 191873 -Loss: 0.2705 Validation Accuracy: 91.882086% Epoch 6, Batch 192001 -Loss: 0.2804 Validation Accuracy: 91.927438% Epoch 6, Batch 192129 -Loss: 0.2257 Validation Accuracy: 91.927438% Epoch 6, Batch 192257 -Loss: 0.1996 Validation Accuracy: 91.451247% Epoch 6, Batch 192385 -Loss: 0.1999 Validation Accuracy: 92.222222% Epoch 6, Batch 192513 -Loss: 0.2250 Validation Accuracy: 92.154195% Epoch 6, Batch 192641 -Loss: 0.1026 Validation Accuracy: 92.063492% Epoch 6, Batch 192769 -Loss: 0.0657 Validation Accuracy: 91.768707% Epoch 6, Batch 192897 -Loss: 0.1693 Validation Accuracy: 91.496599% 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-Loss: 0.1950 Validation Accuracy: 92.766440% Epoch 6, Batch 196865 -Loss: 0.2214 Validation Accuracy: 92.993197% Epoch 6, Batch 196993 -Loss: 0.1428 Validation Accuracy: 92.562358% Epoch 6, Batch 197121 -Loss: 0.1688 Validation Accuracy: 92.426304% Epoch 6, Batch 197249 -Loss: 0.1304 Validation Accuracy: 92.426304% Epoch 6, Batch 197377 -Loss: 0.1871 Validation Accuracy: 92.199546% Epoch 6, Batch 197505 -Loss: 0.2565 Validation Accuracy: 92.494331% Epoch 6, Batch 197633 -Loss: 0.1014 Validation Accuracy: 92.040816% Epoch 6, Batch 197761 -Loss: 0.1074 Validation Accuracy: 92.312925% Epoch 6, Batch 197889 -Loss: 0.2125 Validation Accuracy: 92.063492% Epoch 6, Batch 198017 -Loss: 0.2395 Validation Accuracy: 91.927438% Epoch 6, Batch 198145 -Loss: 0.1039 Validation Accuracy: 92.040816% Epoch 6, Batch 198273 -Loss: 0.1149 Validation Accuracy: 92.108844% Epoch 6, Batch 198401 -Loss: 0.1653 Validation Accuracy: 91.360544% Epoch 6, Batch 198529 -Loss: 0.0619 Validation Accuracy: 91.746032% 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-Loss: 0.1355 Validation Accuracy: 92.471655% Epoch 6, Batch 202497 -Loss: 0.1389 Validation Accuracy: 92.834467% Epoch 6, Batch 202625 -Loss: 0.1451 Validation Accuracy: 92.789116% Epoch 6, Batch 202753 -Loss: 0.0868 Validation Accuracy: 92.335601% Epoch 6, Batch 202881 -Loss: 0.2395 Validation Accuracy: 93.038549% Epoch 6, Batch 203009 -Loss: 0.1325 Validation Accuracy: 92.562358% Epoch 6, Batch 203137 -Loss: 0.1002 Validation Accuracy: 92.562358% Epoch 6, Batch 203265 -Loss: 0.1531 Validation Accuracy: 92.539683% Epoch 6, Batch 203393 -Loss: 0.1093 Validation Accuracy: 92.244898% Epoch 6, Batch 203521 -Loss: 0.0650 Validation Accuracy: 92.494331% Epoch 6, Batch 203649 -Loss: 0.1238 Validation Accuracy: 91.678005% Epoch 6, Batch 203777 -Loss: 0.1410 Validation Accuracy: 92.131519% Epoch 6, Batch 203905 -Loss: 0.1243 Validation Accuracy: 92.222222% Epoch 6, Batch 204033 -Loss: 0.1970 Validation Accuracy: 91.995465% Epoch 6, Batch 204161 -Loss: 0.0987 Validation Accuracy: 91.814059% 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-Loss: 0.1625 Validation Accuracy: 92.222222% Epoch 6, Batch 208129 -Loss: 0.1311 Validation Accuracy: 91.950113% Epoch 6, Batch 208257 -Loss: 0.1446 Validation Accuracy: 92.199547% Epoch 6, Batch 208385 -Loss: 0.1223 Validation Accuracy: 92.063492% Epoch 6, Batch 208513 -Loss: 0.3151 Validation Accuracy: 91.995465% Epoch 6, Batch 208641 -Loss: 0.1734 Validation Accuracy: 91.927438% Epoch 6, Batch 208769 -Loss: 0.0390 Validation Accuracy: 91.904762% Epoch 7, Batch 1 -Loss: 0.1872 Validation Accuracy: 92.290249% Epoch 7, Batch 129 -Loss: 0.1471 Validation Accuracy: 92.743764% Epoch 7, Batch 257 -Loss: 0.1258 Validation Accuracy: 92.312925% Epoch 7, Batch 385 -Loss: 0.0471 Validation Accuracy: 92.380952% Epoch 7, Batch 513 -Loss: 0.1735 Validation Accuracy: 91.927438% Epoch 7, Batch 641 -Loss: 0.1899 Validation Accuracy: 91.405896% Epoch 7, Batch 769 -Loss: 0.1246 Validation Accuracy: 92.108844% Epoch 7, Batch 897 -Loss: 0.1265 Validation Accuracy: 91.950113% Epoch 7, Batch 1025 -Loss: 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-Loss: 0.1534 Validation Accuracy: 92.857143% Epoch 7, Batch 83201 -Loss: 0.1263 Validation Accuracy: 92.811791% Epoch 7, Batch 83329 -Loss: 0.1713 Validation Accuracy: 93.219955% Epoch 7, Batch 83457 -Loss: 0.0574 Validation Accuracy: 93.401361% Epoch 7, Batch 83585 -Loss: 0.1689 Validation Accuracy: 92.471655% Epoch 7, Batch 83713 -Loss: 0.1434 Validation Accuracy: 93.038549% Epoch 7, Batch 83841 -Loss: 0.1839 Validation Accuracy: 93.038549% Epoch 7, Batch 83969 -Loss: 0.1740 Validation Accuracy: 92.970522% Epoch 7, Batch 84097 -Loss: 0.1398 Validation Accuracy: 93.446712% Epoch 7, Batch 84225 -Loss: 0.2114 Validation Accuracy: 92.993197% Epoch 7, Batch 84353 -Loss: 0.1571 Validation Accuracy: 92.358277% Epoch 7, Batch 84481 -Loss: 0.1715 Validation Accuracy: 92.517007% Epoch 7, Batch 84609 -Loss: 0.1618 Validation Accuracy: 92.539683% Epoch 7, Batch 84737 -Loss: 0.1515 Validation Accuracy: 92.811791% Epoch 7, Batch 84865 -Loss: 0.1359 Validation Accuracy: 93.197279% Epoch 7, Batch 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-Loss: 0.1412 Validation Accuracy: 92.086168% Epoch 7, Batch 98433 -Loss: 0.0374 Validation Accuracy: 92.108844% Epoch 7, Batch 98561 -Loss: 0.0909 Validation Accuracy: 92.018141% Epoch 7, Batch 98689 -Loss: 0.1358 Validation Accuracy: 92.494331% Epoch 7, Batch 98817 -Loss: 0.1973 Validation Accuracy: 92.562358% Epoch 7, Batch 98945 -Loss: 0.1847 Validation Accuracy: 92.018141% Epoch 7, Batch 99073 -Loss: 0.1671 Validation Accuracy: 92.517007% Epoch 7, Batch 99201 -Loss: 0.1994 Validation Accuracy: 92.539683% Epoch 7, Batch 99329 -Loss: 0.1136 Validation Accuracy: 92.721088% Epoch 7, Batch 99457 -Loss: 0.1555 Validation Accuracy: 92.743764% Epoch 7, Batch 99585 -Loss: 0.0453 Validation Accuracy: 92.562358% Epoch 7, Batch 99713 -Loss: 0.1006 Validation Accuracy: 92.403628% Epoch 7, Batch 99841 -Loss: 0.1471 Validation Accuracy: 92.199547% Epoch 7, Batch 99969 -Loss: 0.2818 Validation Accuracy: 92.267574% Epoch 7, Batch 100097 -Loss: 0.0714 Validation Accuracy: 92.290249% Epoch 7, Batch 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Validation Accuracy: 92.539683% Epoch 7, Batch 104065 -Loss: 0.0960 Validation Accuracy: 92.335601% Epoch 7, Batch 104193 -Loss: 0.1825 Validation Accuracy: 92.380952% Epoch 7, Batch 104321 -Loss: 0.1889 Validation Accuracy: 92.086168% Epoch 7, Batch 104449 -Loss: 0.2034 Validation Accuracy: 92.290249% Epoch 7, Batch 104577 -Loss: 0.1348 Validation Accuracy: 92.607710% Epoch 7, Batch 104705 -Loss: 0.2213 Validation Accuracy: 92.471655% Epoch 7, Batch 104833 -Loss: 0.0980 Validation Accuracy: 92.380952% Epoch 7, Batch 104961 -Loss: 0.1500 Validation Accuracy: 92.585034% Epoch 7, Batch 105089 -Loss: 0.1849 Validation Accuracy: 92.539683% Epoch 7, Batch 105217 -Loss: 0.3228 Validation Accuracy: 92.494331% Epoch 7, Batch 105345 -Loss: 0.2543 Validation Accuracy: 92.743764% Epoch 7, Batch 105473 -Loss: 0.1411 Validation Accuracy: 92.131519% Epoch 7, Batch 105601 -Loss: 0.1029 Validation Accuracy: 92.131519% Epoch 7, Batch 105729 -Loss: 0.1563 Validation Accuracy: 92.222222% Epoch 7, Batch 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Validation Accuracy: 92.040816% Epoch 7, Batch 109697 -Loss: 0.0934 Validation Accuracy: 91.791383% Epoch 7, Batch 109825 -Loss: 0.1207 Validation Accuracy: 92.086168% Epoch 7, Batch 109953 -Loss: 0.0671 Validation Accuracy: 92.086168% Epoch 7, Batch 110081 -Loss: 0.1304 Validation Accuracy: 92.176871% Epoch 7, Batch 110209 -Loss: 0.1248 Validation Accuracy: 91.950113% Epoch 7, Batch 110337 -Loss: 0.2937 Validation Accuracy: 91.859410% Epoch 7, Batch 110465 -Loss: 0.0848 Validation Accuracy: 92.585034% Epoch 7, Batch 110593 -Loss: 0.0787 Validation Accuracy: 92.108844% Epoch 7, Batch 110721 -Loss: 0.1328 Validation Accuracy: 91.927438% Epoch 7, Batch 110849 -Loss: 0.3614 Validation Accuracy: 91.859410% Epoch 7, Batch 110977 -Loss: 0.1767 Validation Accuracy: 91.836735% Epoch 7, Batch 111105 -Loss: 0.0799 Validation Accuracy: 92.607710% Epoch 7, Batch 111233 -Loss: 0.1154 Validation Accuracy: 92.063492% Epoch 7, Batch 111361 -Loss: 0.1035 Validation Accuracy: 92.403628% Epoch 7, Batch 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Validation Accuracy: 92.607710% Epoch 7, Batch 115329 -Loss: 0.2292 Validation Accuracy: 91.927438% Epoch 7, Batch 115457 -Loss: 0.1725 Validation Accuracy: 91.927438% Epoch 7, Batch 115585 -Loss: 0.1290 Validation Accuracy: 92.335601% Epoch 7, Batch 115713 -Loss: 0.2701 Validation Accuracy: 92.267574% Epoch 7, Batch 115841 -Loss: 0.1423 Validation Accuracy: 92.312925% Epoch 7, Batch 115969 -Loss: 0.1780 Validation Accuracy: 91.700680% Epoch 7, Batch 116097 -Loss: 0.1273 Validation Accuracy: 92.040816% Epoch 7, Batch 116225 -Loss: 0.1777 Validation Accuracy: 92.743764% Epoch 7, Batch 116353 -Loss: 0.1026 Validation Accuracy: 92.743764% Epoch 7, Batch 116481 -Loss: 0.1401 Validation Accuracy: 92.698413% Epoch 7, Batch 116609 -Loss: 0.1873 Validation Accuracy: 92.426304% Epoch 7, Batch 116737 -Loss: 0.1111 Validation Accuracy: 92.448980% Epoch 7, Batch 116865 -Loss: 0.2048 Validation Accuracy: 92.448980% Epoch 7, Batch 116993 -Loss: 0.1131 Validation Accuracy: 92.335601% Epoch 7, Batch 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Validation Accuracy: 92.426304% Epoch 7, Batch 120961 -Loss: 0.2215 Validation Accuracy: 92.789116% Epoch 7, Batch 121089 -Loss: 0.2478 Validation Accuracy: 92.517007% Epoch 7, Batch 121217 -Loss: 0.1509 Validation Accuracy: 92.494331% Epoch 7, Batch 121345 -Loss: 0.1022 Validation Accuracy: 92.380952% Epoch 7, Batch 121473 -Loss: 0.1383 Validation Accuracy: 92.018141% Epoch 7, Batch 121601 -Loss: 0.0792 Validation Accuracy: 92.585034% Epoch 7, Batch 121729 -Loss: 0.1329 Validation Accuracy: 92.358277% Epoch 7, Batch 121857 -Loss: 0.1576 Validation Accuracy: 92.086168% Epoch 7, Batch 121985 -Loss: 0.0849 Validation Accuracy: 92.585034% Epoch 7, Batch 122113 -Loss: 0.2139 Validation Accuracy: 91.904762% Epoch 7, Batch 122241 -Loss: 0.1563 Validation Accuracy: 92.040816% Epoch 7, Batch 122369 -Loss: 0.1719 Validation Accuracy: 92.607710% Epoch 7, Batch 122497 -Loss: 0.1183 Validation Accuracy: 92.086168% Epoch 7, Batch 122625 -Loss: 0.0978 Validation Accuracy: 92.653061% Epoch 7, Batch 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Validation Accuracy: 92.403628% Epoch 7, Batch 126593 -Loss: 0.2250 Validation Accuracy: 92.222222% Epoch 7, Batch 126721 -Loss: 0.1957 Validation Accuracy: 92.380952% Epoch 7, Batch 126849 -Loss: 0.1848 Validation Accuracy: 91.927438% Epoch 7, Batch 126977 -Loss: 0.1688 Validation Accuracy: 92.585034% Epoch 7, Batch 127105 -Loss: 0.2039 Validation Accuracy: 92.448980% Epoch 7, Batch 127233 -Loss: 0.2560 Validation Accuracy: 92.426304% Epoch 7, Batch 127361 -Loss: 0.0588 Validation Accuracy: 92.857143% Epoch 7, Batch 127489 -Loss: 0.1706 Validation Accuracy: 92.834467% Epoch 7, Batch 127617 -Loss: 0.0803 Validation Accuracy: 92.630386% Epoch 7, Batch 127745 -Loss: 0.0895 Validation Accuracy: 92.970522% Epoch 7, Batch 127873 -Loss: 0.0537 Validation Accuracy: 92.721088% Epoch 7, Batch 128001 -Loss: 0.0463 Validation Accuracy: 92.358277% Epoch 7, Batch 128129 -Loss: 0.1170 Validation Accuracy: 92.426304% Epoch 7, Batch 128257 -Loss: 0.1153 Validation Accuracy: 91.746032% Epoch 7, Batch 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Validation Accuracy: 92.517007% Epoch 7, Batch 137857 -Loss: 0.1192 Validation Accuracy: 92.743764% Epoch 7, Batch 137985 -Loss: 0.2470 Validation Accuracy: 92.403628% Epoch 7, Batch 138113 -Loss: 0.0528 Validation Accuracy: 92.562358% Epoch 7, Batch 138241 -Loss: 0.2130 Validation Accuracy: 92.630385% Epoch 7, Batch 138369 -Loss: 0.0840 Validation Accuracy: 92.993197% Epoch 7, Batch 138497 -Loss: 0.1549 Validation Accuracy: 92.358277% Epoch 7, Batch 138625 -Loss: 0.0873 Validation Accuracy: 93.378685% Epoch 7, Batch 138753 -Loss: 0.1451 Validation Accuracy: 93.061224% Epoch 7, Batch 138881 -Loss: 0.1633 Validation Accuracy: 92.925170% Epoch 7, Batch 139009 -Loss: 0.0685 Validation Accuracy: 93.061224% Epoch 7, Batch 139137 -Loss: 0.1498 Validation Accuracy: 93.038549% Epoch 7, Batch 139265 -Loss: 0.1645 Validation Accuracy: 92.970522% Epoch 7, Batch 139393 -Loss: 0.0756 Validation Accuracy: 92.403628% Epoch 7, Batch 139521 -Loss: 0.0793 Validation Accuracy: 92.471655% Epoch 7, Batch 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Validation Accuracy: 92.630386% Epoch 7, Batch 143489 -Loss: 0.1145 Validation Accuracy: 92.902494% Epoch 7, Batch 143617 -Loss: 0.1013 Validation Accuracy: 92.879819% Epoch 7, Batch 143745 -Loss: 0.1687 Validation Accuracy: 93.061224% Epoch 7, Batch 143873 -Loss: 0.1248 Validation Accuracy: 92.925170% Epoch 7, Batch 144001 -Loss: 0.1071 Validation Accuracy: 92.857143% Epoch 7, Batch 144129 -Loss: 0.1481 Validation Accuracy: 92.947846% Epoch 7, Batch 144257 -Loss: 0.1319 Validation Accuracy: 92.539683% Epoch 7, Batch 144385 -Loss: 0.1804 Validation Accuracy: 92.585034% Epoch 7, Batch 144513 -Loss: 0.0948 Validation Accuracy: 92.789116% Epoch 7, Batch 144641 -Loss: 0.1474 Validation Accuracy: 92.585034% Epoch 7, Batch 144769 -Loss: 0.1104 Validation Accuracy: 92.448980% Epoch 7, Batch 144897 -Loss: 0.1535 Validation Accuracy: 92.448980% Epoch 7, Batch 145025 -Loss: 0.2063 Validation Accuracy: 92.947846% Epoch 7, Batch 145153 -Loss: 0.1449 Validation Accuracy: 92.834467% Epoch 7, Batch 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Validation Accuracy: 92.380952% Epoch 7, Batch 149121 -Loss: 0.0896 Validation Accuracy: 92.947846% Epoch 7, Batch 149249 -Loss: 0.0857 Validation Accuracy: 92.925170% Epoch 7, Batch 149377 -Loss: 0.0762 Validation Accuracy: 92.176871% Epoch 7, Batch 149505 -Loss: 0.0554 Validation Accuracy: 93.151927% Epoch 7, Batch 149633 -Loss: 0.2933 Validation Accuracy: 92.562358% Epoch 7, Batch 149761 -Loss: 0.1942 Validation Accuracy: 93.083900% Epoch 7, Batch 149889 -Loss: 0.1399 Validation Accuracy: 92.630385% Epoch 7, Batch 150017 -Loss: 0.2129 Validation Accuracy: 92.789116% Epoch 7, Batch 150145 -Loss: 0.1723 Validation Accuracy: 92.199547% Epoch 7, Batch 150273 -Loss: 0.1029 Validation Accuracy: 92.403628% Epoch 7, Batch 150401 -Loss: 0.1083 Validation Accuracy: 92.834467% Epoch 7, Batch 150529 -Loss: 0.0973 Validation Accuracy: 92.494331% Epoch 7, Batch 150657 -Loss: 0.1493 Validation Accuracy: 92.380952% Epoch 7, Batch 150785 -Loss: 0.0929 Validation Accuracy: 92.403628% Epoch 7, Batch 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Validation Accuracy: 92.585034% Epoch 7, Batch 154753 -Loss: 0.0769 Validation Accuracy: 92.312925% Epoch 7, Batch 154881 -Loss: 0.1459 Validation Accuracy: 92.517007% Epoch 7, Batch 155009 -Loss: 0.0463 Validation Accuracy: 91.927438% Epoch 7, Batch 155137 -Loss: 0.1005 Validation Accuracy: 92.766440% Epoch 7, Batch 155265 -Loss: 0.2261 Validation Accuracy: 92.743764% Epoch 7, Batch 155393 -Loss: 0.2013 Validation Accuracy: 92.176871% Epoch 7, Batch 155521 -Loss: 0.2126 Validation Accuracy: 92.199546% Epoch 7, Batch 155649 -Loss: 0.1786 Validation Accuracy: 92.222222% Epoch 7, Batch 155777 -Loss: 0.0888 Validation Accuracy: 92.290249% Epoch 7, Batch 155905 -Loss: 0.2571 Validation Accuracy: 92.335601% Epoch 7, Batch 156033 -Loss: 0.1951 Validation Accuracy: 92.018141% Epoch 7, Batch 156161 -Loss: 0.2419 Validation Accuracy: 92.176871% Epoch 7, Batch 156289 -Loss: 0.1010 Validation Accuracy: 92.154195% Epoch 7, Batch 156417 -Loss: 0.1776 Validation Accuracy: 92.335601% Epoch 7, Batch 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Validation Accuracy: 91.972789% Epoch 7, Batch 160385 -Loss: 0.0729 Validation Accuracy: 92.517007% Epoch 7, Batch 160513 -Loss: 0.1372 Validation Accuracy: 91.972789% Epoch 7, Batch 160641 -Loss: 0.1338 Validation Accuracy: 92.290249% Epoch 7, Batch 160769 -Loss: 0.2157 Validation Accuracy: 91.746032% Epoch 7, Batch 160897 -Loss: 0.0925 Validation Accuracy: 92.562358% Epoch 7, Batch 161025 -Loss: 0.1544 Validation Accuracy: 92.380952% Epoch 7, Batch 161153 -Loss: 0.1164 Validation Accuracy: 92.494331% Epoch 7, Batch 161281 -Loss: 0.1159 Validation Accuracy: 92.380952% Epoch 7, Batch 161409 -Loss: 0.1550 Validation Accuracy: 92.494331% Epoch 7, Batch 161537 -Loss: 0.0791 Validation Accuracy: 92.312925% Epoch 7, Batch 161665 -Loss: 0.0927 Validation Accuracy: 92.222222% Epoch 7, Batch 161793 -Loss: 0.1223 Validation Accuracy: 92.199546% Epoch 7, Batch 161921 -Loss: 0.1564 Validation Accuracy: 92.403628% Epoch 7, Batch 162049 -Loss: 0.0892 Validation Accuracy: 92.426304% Epoch 7, Batch 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Validation Accuracy: 92.925170% Epoch 7, Batch 166017 -Loss: 0.1058 Validation Accuracy: 92.947846% Epoch 7, Batch 166145 -Loss: 0.1299 Validation Accuracy: 92.902494% Epoch 7, Batch 166273 -Loss: 0.0963 Validation Accuracy: 92.970522% Epoch 7, Batch 166401 -Loss: 0.1539 Validation Accuracy: 92.675737% Epoch 7, Batch 166529 -Loss: 0.1485 Validation Accuracy: 92.743764% Epoch 7, Batch 166657 -Loss: 0.1324 Validation Accuracy: 92.925170% Epoch 7, Batch 166785 -Loss: 0.1349 Validation Accuracy: 92.653061% Epoch 7, Batch 166913 -Loss: 0.0569 Validation Accuracy: 92.698413% Epoch 7, Batch 167041 -Loss: 0.0621 Validation Accuracy: 92.970522% Epoch 7, Batch 167169 -Loss: 0.1328 Validation Accuracy: 93.106576% Epoch 7, Batch 167297 -Loss: 0.1174 Validation Accuracy: 92.653061% Epoch 7, Batch 167425 -Loss: 0.0649 Validation Accuracy: 92.358277% Epoch 7, Batch 167553 -Loss: 0.0934 Validation Accuracy: 93.151927% Epoch 7, Batch 167681 -Loss: 0.1801 Validation Accuracy: 93.061225% Epoch 7, Batch 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Validation Accuracy: 93.151927% Epoch 7, Batch 171649 -Loss: 0.1289 Validation Accuracy: 93.083900% Epoch 7, Batch 171777 -Loss: 0.2095 Validation Accuracy: 92.607710% Epoch 7, Batch 171905 -Loss: 0.1840 Validation Accuracy: 93.446712% Epoch 7, Batch 172033 -Loss: 0.2160 Validation Accuracy: 92.834467% Epoch 7, Batch 172161 -Loss: 0.2292 Validation Accuracy: 93.151927% Epoch 7, Batch 172289 -Loss: 0.1929 Validation Accuracy: 92.879819% Epoch 7, Batch 172417 -Loss: 0.1560 Validation Accuracy: 93.106576% Epoch 7, Batch 172545 -Loss: 0.2239 Validation Accuracy: 92.947846% Epoch 7, Batch 172673 -Loss: 0.2185 Validation Accuracy: 92.993197% Epoch 7, Batch 172801 -Loss: 0.1332 Validation Accuracy: 92.993197% Epoch 7, Batch 172929 -Loss: 0.1761 Validation Accuracy: 92.811791% Epoch 7, Batch 173057 -Loss: 0.2071 Validation Accuracy: 92.902494% Epoch 7, Batch 173185 -Loss: 0.0829 Validation Accuracy: 92.834467% Epoch 7, Batch 173313 -Loss: 0.1478 Validation Accuracy: 93.061224% Epoch 7, Batch 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Validation Accuracy: 92.426304% Epoch 7, Batch 177281 -Loss: 0.1486 Validation Accuracy: 93.061224% Epoch 7, Batch 177409 -Loss: 0.0654 Validation Accuracy: 92.607710% Epoch 7, Batch 177537 -Loss: 0.0854 Validation Accuracy: 92.562358% Epoch 7, Batch 177665 -Loss: 0.1918 Validation Accuracy: 92.448980% Epoch 7, Batch 177793 -Loss: 0.0854 Validation Accuracy: 92.312925% Epoch 7, Batch 177921 -Loss: 0.1125 Validation Accuracy: 92.494331% Epoch 7, Batch 178049 -Loss: 0.2229 Validation Accuracy: 92.879819% Epoch 7, Batch 178177 -Loss: 0.1269 Validation Accuracy: 92.199547% Epoch 7, Batch 178305 -Loss: 0.1531 Validation Accuracy: 92.494331% Epoch 7, Batch 178433 -Loss: 0.0916 Validation Accuracy: 92.040816% Epoch 7, Batch 178561 -Loss: 0.2181 Validation Accuracy: 92.448980% Epoch 7, Batch 178689 -Loss: 0.0753 Validation Accuracy: 92.199546% Epoch 7, Batch 178817 -Loss: 0.1437 Validation Accuracy: 92.312925% Epoch 7, Batch 178945 -Loss: 0.1380 Validation Accuracy: 92.154195% Epoch 7, Batch 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Validation Accuracy: 92.653061% Epoch 7, Batch 182913 -Loss: 0.1181 Validation Accuracy: 92.562358% Epoch 7, Batch 183041 -Loss: 0.1500 Validation Accuracy: 93.151927% Epoch 7, Batch 183169 -Loss: 0.0756 Validation Accuracy: 92.585034% Epoch 7, Batch 183297 -Loss: 0.1806 Validation Accuracy: 92.766440% Epoch 7, Batch 183425 -Loss: 0.0893 Validation Accuracy: 92.879819% Epoch 7, Batch 183553 -Loss: 0.1484 Validation Accuracy: 92.766440% Epoch 7, Batch 183681 -Loss: 0.1454 Validation Accuracy: 92.585034% Epoch 7, Batch 183809 -Loss: 0.0660 Validation Accuracy: 92.403628% Epoch 7, Batch 183937 -Loss: 0.1836 Validation Accuracy: 92.494331% Epoch 7, Batch 184065 -Loss: 0.1201 Validation Accuracy: 91.836735% Epoch 7, Batch 184193 -Loss: 0.1352 Validation Accuracy: 92.403628% Epoch 7, Batch 184321 -Loss: 0.1893 Validation Accuracy: 92.947846% Epoch 7, Batch 184449 -Loss: 0.1631 Validation Accuracy: 93.038549% Epoch 7, Batch 184577 -Loss: 0.1902 Validation Accuracy: 92.970522% Epoch 7, Batch 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Validation Accuracy: 92.653061% Epoch 7, Batch 188545 -Loss: 0.1574 Validation Accuracy: 92.721088% Epoch 7, Batch 188673 -Loss: 0.0787 Validation Accuracy: 92.426304% Epoch 7, Batch 188801 -Loss: 0.0997 Validation Accuracy: 92.585034% Epoch 7, Batch 188929 -Loss: 0.0835 Validation Accuracy: 92.607710% Epoch 7, Batch 189057 -Loss: 0.2372 Validation Accuracy: 92.607710% Epoch 7, Batch 189185 -Loss: 0.2289 Validation Accuracy: 91.814059% Epoch 7, Batch 189313 -Loss: 0.2516 Validation Accuracy: 92.653061% Epoch 7, Batch 189441 -Loss: 0.0858 Validation Accuracy: 92.517007% Epoch 7, Batch 189569 -Loss: 0.1704 Validation Accuracy: 92.154195% Epoch 7, Batch 189697 -Loss: 0.1364 Validation Accuracy: 93.015873% Epoch 7, Batch 189825 -Loss: 0.1411 Validation Accuracy: 92.290249% Epoch 7, Batch 189953 -Loss: 0.0993 Validation Accuracy: 92.380952% Epoch 7, Batch 190081 -Loss: 0.1667 Validation Accuracy: 92.244898% Epoch 7, Batch 190209 -Loss: 0.1222 Validation Accuracy: 92.154195% Epoch 7, Batch 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Validation Accuracy: 92.063492% Epoch 7, Batch 205441 -Loss: 0.1249 Validation Accuracy: 91.927438% Epoch 7, Batch 205569 -Loss: 0.1336 Validation Accuracy: 91.995465% Epoch 7, Batch 205697 -Loss: 0.0975 Validation Accuracy: 92.358277% Epoch 7, Batch 205825 -Loss: 0.1262 Validation Accuracy: 92.018141% Epoch 7, Batch 205953 -Loss: 0.2144 Validation Accuracy: 92.199546% Epoch 7, Batch 206081 -Loss: 0.0610 Validation Accuracy: 92.335601% Epoch 7, Batch 206209 -Loss: 0.1342 Validation Accuracy: 92.494331% Epoch 7, Batch 206337 -Loss: 0.1120 Validation Accuracy: 92.562358% Epoch 7, Batch 206465 -Loss: 0.0962 Validation Accuracy: 92.448980% Epoch 7, Batch 206593 -Loss: 0.1837 Validation Accuracy: 92.993197% Epoch 7, Batch 206721 -Loss: 0.1915 Validation Accuracy: 92.789116% Epoch 7, Batch 206849 -Loss: 0.1672 Validation Accuracy: 92.653061% Epoch 7, Batch 206977 -Loss: 0.1687 Validation Accuracy: 92.471655% Epoch 7, Batch 207105 -Loss: 0.1398 Validation Accuracy: 92.358277% Epoch 7, Batch 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Validation Accuracy: 92.040816% Epoch 8, Batch 8065 -Loss: 0.0905 Validation Accuracy: 92.131519% Epoch 8, Batch 8193 -Loss: 0.1269 Validation Accuracy: 92.199546% Epoch 8, Batch 8321 -Loss: 0.1367 Validation Accuracy: 92.380952% Epoch 8, Batch 8449 -Loss: 0.1192 Validation Accuracy: 92.585034% Epoch 8, Batch 8577 -Loss: 0.1773 Validation Accuracy: 92.721088% Epoch 8, Batch 8705 -Loss: 0.0865 Validation Accuracy: 92.267574% Epoch 8, Batch 8833 -Loss: 0.0831 Validation Accuracy: 92.653061% Epoch 8, Batch 8961 -Loss: 0.1379 Validation Accuracy: 92.494331% Epoch 8, Batch 9089 -Loss: 0.1120 Validation Accuracy: 92.517007% Epoch 8, Batch 9217 -Loss: 0.1899 Validation Accuracy: 92.993197% Epoch 8, Batch 9345 -Loss: 0.0935 Validation Accuracy: 92.517007% Epoch 8, Batch 9473 -Loss: 0.0706 Validation Accuracy: 93.015873% Epoch 8, Batch 9601 -Loss: 0.2005 Validation Accuracy: 92.834467% Epoch 8, Batch 9729 -Loss: 0.0974 Validation Accuracy: 92.675737% Epoch 8, Batch 9857 -Loss: 0.0670 Validation 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Validation Accuracy: 92.539683% Epoch 8, Batch 11905 -Loss: 0.0988 Validation Accuracy: 92.290249% Epoch 8, Batch 12033 -Loss: 0.0548 Validation Accuracy: 92.857143% Epoch 8, Batch 12161 -Loss: 0.2128 Validation Accuracy: 92.653061% Epoch 8, Batch 12289 -Loss: 0.0770 Validation Accuracy: 92.766440% Epoch 8, Batch 12417 -Loss: 0.0982 Validation Accuracy: 92.335601% Epoch 8, Batch 12545 -Loss: 0.1085 Validation Accuracy: 92.403628% Epoch 8, Batch 12673 -Loss: 0.0848 Validation Accuracy: 92.630385% Epoch 8, Batch 12801 -Loss: 0.1662 Validation Accuracy: 92.743764% Epoch 8, Batch 12929 -Loss: 0.1327 Validation Accuracy: 92.811791% Epoch 8, Batch 13057 -Loss: 0.0964 Validation Accuracy: 93.265306% Epoch 8, Batch 13185 -Loss: 0.2092 Validation Accuracy: 93.174603% Epoch 8, Batch 13313 -Loss: 0.1482 Validation Accuracy: 92.970522% Epoch 8, Batch 13441 -Loss: 0.1667 Validation Accuracy: 92.607710% Epoch 8, Batch 13569 -Loss: 0.1783 Validation Accuracy: 93.015873% Epoch 8, Batch 13697 -Loss: 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-Loss: 0.0795 Validation Accuracy: 92.176871% Epoch 8, Batch 15745 -Loss: 0.1166 Validation Accuracy: 91.859410% Epoch 8, Batch 15873 -Loss: 0.1458 Validation Accuracy: 92.380952% Epoch 8, Batch 16001 -Loss: 0.1441 Validation Accuracy: 91.927438% Epoch 8, Batch 16129 -Loss: 0.0955 Validation Accuracy: 92.426304% Epoch 8, Batch 16257 -Loss: 0.1943 Validation Accuracy: 91.904762% Epoch 8, Batch 16385 -Loss: 0.1217 Validation Accuracy: 92.448980% Epoch 8, Batch 16513 -Loss: 0.1585 Validation Accuracy: 92.290249% Epoch 8, Batch 16641 -Loss: 0.1361 Validation Accuracy: 92.539683% Epoch 8, Batch 16769 -Loss: 0.1978 Validation Accuracy: 92.698413% Epoch 8, Batch 16897 -Loss: 0.1139 Validation Accuracy: 92.607710% Epoch 8, Batch 17025 -Loss: 0.1836 Validation Accuracy: 92.471655% Epoch 8, Batch 17153 -Loss: 0.2344 Validation Accuracy: 92.018141% Epoch 8, Batch 17281 -Loss: 0.1764 Validation Accuracy: 92.653061% Epoch 8, Batch 17409 -Loss: 0.1344 Validation Accuracy: 92.766440% Epoch 8, Batch 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Validation Accuracy: 92.290249% Epoch 8, Batch 57601 -Loss: 0.0804 Validation Accuracy: 92.539683% Epoch 8, Batch 57729 -Loss: 0.1268 Validation Accuracy: 92.471655% Epoch 8, Batch 57857 -Loss: 0.2348 Validation Accuracy: 92.244898% Epoch 8, Batch 57985 -Loss: 0.0570 Validation Accuracy: 92.380952% Epoch 8, Batch 58113 -Loss: 0.0804 Validation Accuracy: 92.176871% Epoch 8, Batch 58241 -Loss: 0.2119 Validation Accuracy: 92.380952% Epoch 8, Batch 58369 -Loss: 0.0806 Validation Accuracy: 92.675737% Epoch 8, Batch 58497 -Loss: 0.1172 Validation Accuracy: 92.539683% Epoch 8, Batch 58625 -Loss: 0.1267 Validation Accuracy: 92.086168% Epoch 8, Batch 58753 -Loss: 0.1787 Validation Accuracy: 92.199546% Epoch 8, Batch 58881 -Loss: 0.2354 Validation Accuracy: 92.154195% Epoch 8, Batch 59009 -Loss: 0.1264 Validation Accuracy: 91.655329% Epoch 8, Batch 59137 -Loss: 0.1330 Validation Accuracy: 92.108844% Epoch 8, Batch 59265 -Loss: 0.0943 Validation Accuracy: 92.086168% Epoch 8, Batch 59393 -Loss: 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-Loss: 0.0969 Validation Accuracy: 93.129252% Epoch 8, Batch 61441 -Loss: 0.0851 Validation Accuracy: 92.743764% Epoch 8, Batch 61569 -Loss: 0.2333 Validation Accuracy: 92.993197% Epoch 8, Batch 61697 -Loss: 0.1314 Validation Accuracy: 92.834467% Epoch 8, Batch 61825 -Loss: 0.0756 Validation Accuracy: 92.834467% Epoch 8, Batch 61953 -Loss: 0.0769 Validation Accuracy: 92.879819% Epoch 8, Batch 62081 -Loss: 0.0685 Validation Accuracy: 92.993197% Epoch 8, Batch 62209 -Loss: 0.1116 Validation Accuracy: 93.287982% Epoch 8, Batch 62337 -Loss: 0.1786 Validation Accuracy: 92.789116% Epoch 8, Batch 62465 -Loss: 0.0387 Validation Accuracy: 92.947846% Epoch 8, Batch 62593 -Loss: 0.1384 Validation Accuracy: 92.925170% Epoch 8, Batch 62721 -Loss: 0.1811 Validation Accuracy: 92.902494% Epoch 8, Batch 62849 -Loss: 0.0699 Validation Accuracy: 92.653061% Epoch 8, Batch 62977 -Loss: 0.1537 Validation Accuracy: 92.653061% Epoch 8, Batch 63105 -Loss: 0.1138 Validation Accuracy: 93.083900% Epoch 8, Batch 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Accuracy: 92.517007% Epoch 8, Batch 70913 -Loss: 0.1028 Validation Accuracy: 92.743764% Epoch 8, Batch 71041 -Loss: 0.1805 Validation Accuracy: 92.947846% Epoch 8, Batch 71169 -Loss: 0.1265 Validation Accuracy: 92.834467% Epoch 8, Batch 71297 -Loss: 0.1491 Validation Accuracy: 92.290249% Epoch 8, Batch 71425 -Loss: 0.1292 Validation Accuracy: 92.857143% Epoch 8, Batch 71553 -Loss: 0.0977 Validation Accuracy: 92.947846% Epoch 8, Batch 71681 -Loss: 0.1236 Validation Accuracy: 93.356009% Epoch 8, Batch 71809 -Loss: 0.1467 Validation Accuracy: 92.811791% Epoch 8, Batch 71937 -Loss: 0.0658 Validation Accuracy: 92.698413% Epoch 8, Batch 72065 -Loss: 0.1543 Validation Accuracy: 92.471655% Epoch 8, Batch 72193 -Loss: 0.1093 Validation Accuracy: 92.902494% Epoch 8, Batch 72321 -Loss: 0.1384 Validation Accuracy: 93.446712% Epoch 8, Batch 72449 -Loss: 0.1687 Validation Accuracy: 93.242630% Epoch 8, Batch 72577 -Loss: 0.0834 Validation Accuracy: 93.015873% Epoch 8, Batch 72705 -Loss: 0.1018 Validation Accuracy: 93.151927% Epoch 8, Batch 72833 -Loss: 0.1353 Validation Accuracy: 93.378685% Epoch 8, Batch 72961 -Loss: 0.1086 Validation Accuracy: 93.174603% Epoch 8, Batch 73089 -Loss: 0.2502 Validation Accuracy: 93.356009% Epoch 8, Batch 73217 -Loss: 0.2283 Validation Accuracy: 93.174603% Epoch 8, Batch 73345 -Loss: 0.1887 Validation Accuracy: 93.129252% Epoch 8, Batch 73473 -Loss: 0.0659 Validation Accuracy: 93.628118% Epoch 8, Batch 73601 -Loss: 0.1974 Validation Accuracy: 92.902494% Epoch 8, Batch 73729 -Loss: 0.1912 Validation Accuracy: 93.242630% Epoch 8, Batch 73857 -Loss: 0.2108 Validation Accuracy: 92.993197% Epoch 8, Batch 73985 -Loss: 0.1274 Validation Accuracy: 93.333333% Epoch 8, Batch 74113 -Loss: 0.0422 Validation Accuracy: 93.242630% Epoch 8, Batch 74241 -Loss: 0.1592 Validation Accuracy: 93.106576% Epoch 8, Batch 74369 -Loss: 0.1880 Validation Accuracy: 92.993197% Epoch 8, Batch 74497 -Loss: 0.0975 Validation Accuracy: 93.469388% Epoch 8, Batch 74625 -Loss: 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-Loss: 0.1740 Validation Accuracy: 93.015873% Epoch 8, Batch 76673 -Loss: 0.1647 Validation Accuracy: 92.630385% Epoch 8, Batch 76801 -Loss: 0.2071 Validation Accuracy: 93.015873% Epoch 8, Batch 76929 -Loss: 0.1342 Validation Accuracy: 92.630385% Epoch 8, Batch 77057 -Loss: 0.1442 Validation Accuracy: 92.721088% Epoch 8, Batch 77185 -Loss: 0.0792 Validation Accuracy: 93.129252% Epoch 8, Batch 77313 -Loss: 0.2060 Validation Accuracy: 92.902494% Epoch 8, Batch 77441 -Loss: 0.1087 Validation Accuracy: 92.925170% Epoch 8, Batch 77569 -Loss: 0.0573 Validation Accuracy: 92.993197% Epoch 8, Batch 77697 -Loss: 0.1449 Validation Accuracy: 93.174603% Epoch 8, Batch 77825 -Loss: 0.0953 Validation Accuracy: 92.426304% Epoch 8, Batch 77953 -Loss: 0.1094 Validation Accuracy: 92.789116% Epoch 8, Batch 78081 -Loss: 0.1999 Validation Accuracy: 92.653061% Epoch 8, Batch 78209 -Loss: 0.1633 Validation Accuracy: 92.562358% Epoch 8, Batch 78337 -Loss: 0.1472 Validation Accuracy: 92.494331% Epoch 8, Batch 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Validation Accuracy: 91.678005% Epoch 8, Batch 88065 -Loss: 0.1247 Validation Accuracy: 92.154195% Epoch 8, Batch 88193 -Loss: 0.1043 Validation Accuracy: 91.609977% Epoch 8, Batch 88321 -Loss: 0.1075 Validation Accuracy: 92.902494% Epoch 8, Batch 88449 -Loss: 0.0959 Validation Accuracy: 91.746032% Epoch 8, Batch 88577 -Loss: 0.1228 Validation Accuracy: 92.312925% Epoch 8, Batch 88705 -Loss: 0.1003 Validation Accuracy: 92.040816% Epoch 8, Batch 88833 -Loss: 0.1088 Validation Accuracy: 92.290249% Epoch 8, Batch 88961 -Loss: 0.2015 Validation Accuracy: 92.086168% Epoch 8, Batch 89089 -Loss: 0.1203 Validation Accuracy: 92.448980% Epoch 8, Batch 89217 -Loss: 0.1295 Validation Accuracy: 92.063492% Epoch 8, Batch 89345 -Loss: 0.0582 Validation Accuracy: 92.244898% Epoch 8, Batch 89473 -Loss: 0.2355 Validation Accuracy: 91.836735% Epoch 8, Batch 89601 -Loss: 0.1230 Validation Accuracy: 92.312925% Epoch 8, Batch 89729 -Loss: 0.0730 Validation Accuracy: 92.267574% Epoch 8, Batch 89857 -Loss: 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-Loss: 0.1164 Validation Accuracy: 92.494331% Epoch 8, Batch 91905 -Loss: 0.1731 Validation Accuracy: 92.222222% Epoch 8, Batch 92033 -Loss: 0.1246 Validation Accuracy: 92.630385% Epoch 8, Batch 92161 -Loss: 0.0582 Validation Accuracy: 92.063492% Epoch 8, Batch 92289 -Loss: 0.2125 Validation Accuracy: 92.131519% Epoch 8, Batch 92417 -Loss: 0.1352 Validation Accuracy: 91.995465% Epoch 8, Batch 92545 -Loss: 0.0814 Validation Accuracy: 91.791383% Epoch 8, Batch 92673 -Loss: 0.0975 Validation Accuracy: 92.517007% Epoch 8, Batch 92801 -Loss: 0.1037 Validation Accuracy: 92.290249% Epoch 8, Batch 92929 -Loss: 0.1138 Validation Accuracy: 92.108844% Epoch 8, Batch 93057 -Loss: 0.2090 Validation Accuracy: 92.698413% Epoch 8, Batch 93185 -Loss: 0.1171 Validation Accuracy: 92.562358% Epoch 8, Batch 93313 -Loss: 0.0928 Validation Accuracy: 92.653061% Epoch 8, Batch 93441 -Loss: 0.1841 Validation Accuracy: 92.585034% Epoch 8, Batch 93569 -Loss: 0.1380 Validation Accuracy: 92.585034% Epoch 8, Batch 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Validation Accuracy: 92.925170% Epoch 8, Batch 107009 -Loss: 0.1090 Validation Accuracy: 92.108843% Epoch 8, Batch 107137 -Loss: 0.3158 Validation Accuracy: 92.653061% Epoch 8, Batch 107265 -Loss: 0.2016 Validation Accuracy: 92.403628% Epoch 8, Batch 107393 -Loss: 0.1066 Validation Accuracy: 92.244898% Epoch 8, Batch 107521 -Loss: 0.1184 Validation Accuracy: 92.471655% Epoch 8, Batch 107649 -Loss: 0.1353 Validation Accuracy: 92.494331% Epoch 8, Batch 107777 -Loss: 0.1926 Validation Accuracy: 92.970522% Epoch 8, Batch 107905 -Loss: 0.0786 Validation Accuracy: 92.993197% Epoch 8, Batch 108033 -Loss: 0.1394 Validation Accuracy: 92.970522% Epoch 8, Batch 108161 -Loss: 0.0983 Validation Accuracy: 92.902494% Epoch 8, Batch 108289 -Loss: 0.2545 Validation Accuracy: 93.015873% Epoch 8, Batch 108417 -Loss: 0.0824 Validation Accuracy: 92.857143% Epoch 8, Batch 108545 -Loss: 0.1121 Validation Accuracy: 92.131519% Epoch 8, Batch 108673 -Loss: 0.1253 Validation Accuracy: 92.517007% Epoch 8, Batch 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Validation Accuracy: 93.469388% Epoch 8, Batch 112641 -Loss: 0.0955 Validation Accuracy: 93.083900% Epoch 8, Batch 112769 -Loss: 0.1252 Validation Accuracy: 92.879819% Epoch 8, Batch 112897 -Loss: 0.1485 Validation Accuracy: 92.902494% Epoch 8, Batch 113025 -Loss: 0.0856 Validation Accuracy: 92.947846% Epoch 8, Batch 113153 -Loss: 0.1214 Validation Accuracy: 93.446712% Epoch 8, Batch 113281 -Loss: 0.0802 Validation Accuracy: 93.560091% Epoch 8, Batch 113409 -Loss: 0.0731 Validation Accuracy: 93.197279% Epoch 8, Batch 113537 -Loss: 0.0523 Validation Accuracy: 93.786848% Epoch 8, Batch 113665 -Loss: 0.1698 Validation Accuracy: 93.242630% Epoch 8, Batch 113793 -Loss: 0.0754 Validation Accuracy: 93.673469% Epoch 8, Batch 113921 -Loss: 0.0866 Validation Accuracy: 93.129252% Epoch 8, Batch 114049 -Loss: 0.1297 Validation Accuracy: 93.265306% Epoch 8, Batch 114177 -Loss: 0.1123 Validation Accuracy: 93.310658% Epoch 8, Batch 114305 -Loss: 0.1236 Validation Accuracy: 93.015873% Epoch 8, Batch 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Validation Accuracy: 93.401361% Epoch 8, Batch 118273 -Loss: 0.1608 Validation Accuracy: 92.721088% Epoch 8, Batch 118401 -Loss: 0.1041 Validation Accuracy: 92.766440% Epoch 8, Batch 118529 -Loss: 0.1181 Validation Accuracy: 92.947846% Epoch 8, Batch 118657 -Loss: 0.1403 Validation Accuracy: 93.129252% Epoch 8, Batch 118785 -Loss: 0.0904 Validation Accuracy: 92.857143% Epoch 8, Batch 118913 -Loss: 0.0819 Validation Accuracy: 93.129252% Epoch 8, Batch 119041 -Loss: 0.1270 Validation Accuracy: 92.970522% Epoch 8, Batch 119169 -Loss: 0.1241 Validation Accuracy: 92.902494% Epoch 8, Batch 119297 -Loss: 0.1128 Validation Accuracy: 92.653061% Epoch 8, Batch 119425 -Loss: 0.0625 Validation Accuracy: 92.789116% Epoch 8, Batch 119553 -Loss: 0.0966 Validation Accuracy: 92.562358% Epoch 8, Batch 119681 -Loss: 0.1878 Validation Accuracy: 92.471655% Epoch 8, Batch 119809 -Loss: 0.0882 Validation Accuracy: 92.222222% Epoch 8, Batch 119937 -Loss: 0.2149 Validation Accuracy: 92.562358% Epoch 8, Batch 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Validation Accuracy: 92.970522% Epoch 8, Batch 123905 -Loss: 0.0747 Validation Accuracy: 92.517007% Epoch 8, Batch 124033 -Loss: 0.0990 Validation Accuracy: 92.585034% Epoch 8, Batch 124161 -Loss: 0.1289 Validation Accuracy: 92.562358% Epoch 8, Batch 124289 -Loss: 0.2043 Validation Accuracy: 92.698413% Epoch 8, Batch 124417 -Loss: 0.1904 Validation Accuracy: 92.811791% Epoch 8, Batch 124545 -Loss: 0.1833 Validation Accuracy: 92.517007% Epoch 8, Batch 124673 -Loss: 0.1523 Validation Accuracy: 92.721088% Epoch 8, Batch 124801 -Loss: 0.1801 Validation Accuracy: 92.698413% Epoch 8, Batch 124929 -Loss: 0.1740 Validation Accuracy: 91.836735% Epoch 8, Batch 125057 -Loss: 0.0762 Validation Accuracy: 92.471655% Epoch 8, Batch 125185 -Loss: 0.1038 Validation Accuracy: 92.993197% Epoch 8, Batch 125313 -Loss: 0.1616 Validation Accuracy: 92.154195% Epoch 8, Batch 125441 -Loss: 0.0963 Validation Accuracy: 92.993197% Epoch 8, Batch 125569 -Loss: 0.0685 Validation Accuracy: 92.743764% Epoch 8, Batch 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Validation Accuracy: 92.789116% Epoch 8, Batch 129537 -Loss: 0.1219 Validation Accuracy: 92.494331% Epoch 8, Batch 129665 -Loss: 0.0559 Validation Accuracy: 92.743764% Epoch 8, Batch 129793 -Loss: 0.2465 Validation Accuracy: 92.675737% Epoch 8, Batch 129921 -Loss: 0.1476 Validation Accuracy: 92.947846% Epoch 8, Batch 130049 -Loss: 0.1431 Validation Accuracy: 92.789116% Epoch 8, Batch 130177 -Loss: 0.1163 Validation Accuracy: 93.015873% Epoch 8, Batch 130305 -Loss: 0.2092 Validation Accuracy: 92.879819% Epoch 8, Batch 130433 -Loss: 0.1832 Validation Accuracy: 92.857143% Epoch 8, Batch 130561 -Loss: 0.1494 Validation Accuracy: 92.494331% Epoch 8, Batch 130689 -Loss: 0.1385 Validation Accuracy: 92.834467% Epoch 8, Batch 130817 -Loss: 0.1089 Validation Accuracy: 92.380952% Epoch 8, Batch 130945 -Loss: 0.1085 Validation Accuracy: 92.380952% Epoch 8, Batch 131073 -Loss: 0.1564 Validation Accuracy: 92.766440% Epoch 8, Batch 131201 -Loss: 0.1213 Validation Accuracy: 92.471655% Epoch 8, Batch 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Validation Accuracy: 92.675737% Epoch 8, Batch 140801 -Loss: 0.0882 Validation Accuracy: 93.038549% Epoch 8, Batch 140929 -Loss: 0.0553 Validation Accuracy: 92.562358% Epoch 8, Batch 141057 -Loss: 0.1331 Validation Accuracy: 92.925170% Epoch 8, Batch 141185 -Loss: 0.1411 Validation Accuracy: 93.174603% Epoch 8, Batch 141313 -Loss: 0.1174 Validation Accuracy: 92.539683% Epoch 8, Batch 141441 -Loss: 0.0543 Validation Accuracy: 92.471655% Epoch 8, Batch 141569 -Loss: 0.1918 Validation Accuracy: 92.789116% Epoch 8, Batch 141697 -Loss: 0.1383 Validation Accuracy: 93.106576% Epoch 8, Batch 141825 -Loss: 0.0610 Validation Accuracy: 92.834467% Epoch 8, Batch 141953 -Loss: 0.0767 Validation Accuracy: 93.038549% Epoch 8, Batch 142081 -Loss: 0.0867 Validation Accuracy: 92.811791% Epoch 8, Batch 142209 -Loss: 0.0817 Validation Accuracy: 93.174603% Epoch 8, Batch 142337 -Loss: 0.1205 Validation Accuracy: 92.380952% Epoch 8, Batch 142465 -Loss: 0.1649 Validation Accuracy: 92.925170% Epoch 8, Batch 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Validation Accuracy: 92.448980% Epoch 8, Batch 146433 -Loss: 0.0942 Validation Accuracy: 91.995465% Epoch 8, Batch 146561 -Loss: 0.1295 Validation Accuracy: 92.403628% Epoch 8, Batch 146689 -Loss: 0.2211 Validation Accuracy: 92.539683% Epoch 8, Batch 146817 -Loss: 0.0885 Validation Accuracy: 92.426304% Epoch 8, Batch 146945 -Loss: 0.1773 Validation Accuracy: 92.040816% Epoch 8, Batch 147073 -Loss: 0.2314 Validation Accuracy: 92.290249% Epoch 8, Batch 147201 -Loss: 0.2261 Validation Accuracy: 92.698413% Epoch 8, Batch 147329 -Loss: 0.1507 Validation Accuracy: 92.267574% Epoch 8, Batch 147457 -Loss: 0.1655 Validation Accuracy: 91.995465% Epoch 8, Batch 147585 -Loss: 0.1090 Validation Accuracy: 92.222222% Epoch 8, Batch 147713 -Loss: 0.1803 Validation Accuracy: 92.290249% Epoch 8, Batch 147841 -Loss: 0.0556 Validation Accuracy: 92.244898% Epoch 8, Batch 147969 -Loss: 0.1278 Validation Accuracy: 92.517007% Epoch 8, Batch 148097 -Loss: 0.1074 Validation Accuracy: 92.358277% Epoch 8, Batch 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Validation Accuracy: 92.448980% Epoch 8, Batch 152065 -Loss: 0.1738 Validation Accuracy: 92.766440% Epoch 8, Batch 152193 -Loss: 0.2177 Validation Accuracy: 92.970522% Epoch 8, Batch 152321 -Loss: 0.1045 Validation Accuracy: 93.151927% Epoch 8, Batch 152449 -Loss: 0.1490 Validation Accuracy: 92.585034% Epoch 8, Batch 152577 -Loss: 0.2480 Validation Accuracy: 92.176871% Epoch 8, Batch 152705 -Loss: 0.2627 Validation Accuracy: 92.471655% Epoch 8, Batch 152833 -Loss: 0.1650 Validation Accuracy: 92.448980% Epoch 8, Batch 152961 -Loss: 0.0874 Validation Accuracy: 92.766440% Epoch 8, Batch 153089 -Loss: 0.2262 Validation Accuracy: 92.789116% Epoch 8, Batch 153217 -Loss: 0.1507 Validation Accuracy: 93.061224% Epoch 8, Batch 153345 -Loss: 0.1337 Validation Accuracy: 92.721088% Epoch 8, Batch 153473 -Loss: 0.1350 Validation Accuracy: 92.834467% Epoch 8, Batch 153601 -Loss: 0.0855 Validation Accuracy: 93.151927% Epoch 8, Batch 153729 -Loss: 0.0878 Validation Accuracy: 92.630385% Epoch 8, Batch 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Validation Accuracy: 92.562358% Epoch 8, Batch 157697 -Loss: 0.1049 Validation Accuracy: 92.471655% Epoch 8, Batch 157825 -Loss: 0.1754 Validation Accuracy: 93.129252% Epoch 8, Batch 157953 -Loss: 0.1025 Validation Accuracy: 92.766440% Epoch 8, Batch 158081 -Loss: 0.1781 Validation Accuracy: 92.743764% Epoch 8, Batch 158209 -Loss: 0.1010 Validation Accuracy: 92.947846% Epoch 8, Batch 158337 -Loss: 0.0980 Validation Accuracy: 93.038549% Epoch 8, Batch 158465 -Loss: 0.1037 Validation Accuracy: 92.879819% Epoch 8, Batch 158593 -Loss: 0.2104 Validation Accuracy: 93.038549% Epoch 8, Batch 158721 -Loss: 0.1597 Validation Accuracy: 93.242630% Epoch 8, Batch 158849 -Loss: 0.1899 Validation Accuracy: 92.993197% Epoch 8, Batch 158977 -Loss: 0.1433 Validation Accuracy: 92.811791% Epoch 8, Batch 159105 -Loss: 0.1602 Validation Accuracy: 92.879819% Epoch 8, Batch 159233 -Loss: 0.0985 Validation Accuracy: 92.426304% Epoch 8, Batch 159361 -Loss: 0.1460 Validation Accuracy: 92.607710% Epoch 8, Batch 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Validation Accuracy: 92.539683% Epoch 8, Batch 163329 -Loss: 0.0645 Validation Accuracy: 92.358277% Epoch 8, Batch 163457 -Loss: 0.1754 Validation Accuracy: 92.040816% Epoch 8, Batch 163585 -Loss: 0.1534 Validation Accuracy: 92.018141% Epoch 8, Batch 163713 -Loss: 0.1406 Validation Accuracy: 92.403628% Epoch 8, Batch 163841 -Loss: 0.1284 Validation Accuracy: 92.040816% Epoch 8, Batch 163969 -Loss: 0.1309 Validation Accuracy: 92.063492% Epoch 8, Batch 164097 -Loss: 0.1150 Validation Accuracy: 92.131519% Epoch 8, Batch 164225 -Loss: 0.0950 Validation Accuracy: 92.562358% Epoch 8, Batch 164353 -Loss: 0.1295 Validation Accuracy: 92.403628% Epoch 8, Batch 164481 -Loss: 0.2897 Validation Accuracy: 92.834467% Epoch 8, Batch 164609 -Loss: 0.0617 Validation Accuracy: 92.789116% Epoch 8, Batch 164737 -Loss: 0.1043 Validation Accuracy: 92.675737% Epoch 8, Batch 164865 -Loss: 0.1467 Validation Accuracy: 92.448980% Epoch 8, Batch 164993 -Loss: 0.2426 Validation Accuracy: 92.698413% Epoch 8, Batch 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Validation Accuracy: 92.607710% Epoch 8, Batch 168961 -Loss: 0.1606 Validation Accuracy: 92.698413% Epoch 8, Batch 169089 -Loss: 0.1334 Validation Accuracy: 92.766440% Epoch 8, Batch 169217 -Loss: 0.1954 Validation Accuracy: 92.857143% Epoch 8, Batch 169345 -Loss: 0.0947 Validation Accuracy: 93.106576% Epoch 8, Batch 169473 -Loss: 0.2395 Validation Accuracy: 93.151927% Epoch 8, Batch 169601 -Loss: 0.0921 Validation Accuracy: 93.151927% Epoch 8, Batch 169729 -Loss: 0.1216 Validation Accuracy: 92.539683% Epoch 8, Batch 169857 -Loss: 0.1198 Validation Accuracy: 92.176871% Epoch 8, Batch 169985 -Loss: 0.1712 Validation Accuracy: 92.358277% Epoch 8, Batch 170113 -Loss: 0.1369 Validation Accuracy: 92.199546% Epoch 8, Batch 170241 -Loss: 0.1412 Validation Accuracy: 92.743764% Epoch 8, Batch 170369 -Loss: 0.1337 Validation Accuracy: 92.290249% Epoch 8, Batch 170497 -Loss: 0.1350 Validation Accuracy: 92.721088% Epoch 8, Batch 170625 -Loss: 0.1405 Validation Accuracy: 92.517007% Epoch 8, Batch 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Validation Accuracy: 92.517007% Epoch 8, Batch 174593 -Loss: 0.0931 Validation Accuracy: 92.585034% Epoch 8, Batch 174721 -Loss: 0.0574 Validation Accuracy: 92.630386% Epoch 8, Batch 174849 -Loss: 0.1161 Validation Accuracy: 92.380952% Epoch 8, Batch 174977 -Loss: 0.1423 Validation Accuracy: 92.562358% Epoch 8, Batch 175105 -Loss: 0.1472 Validation Accuracy: 92.448980% Epoch 8, Batch 175233 -Loss: 0.1481 Validation Accuracy: 92.539683% Epoch 8, Batch 175361 -Loss: 0.1735 Validation Accuracy: 92.517007% Epoch 8, Batch 175489 -Loss: 0.2199 Validation Accuracy: 92.244898% Epoch 8, Batch 175617 -Loss: 0.0893 Validation Accuracy: 92.267574% Epoch 8, Batch 175745 -Loss: 0.0828 Validation Accuracy: 92.380952% Epoch 8, Batch 175873 -Loss: 0.1611 Validation Accuracy: 92.018141% Epoch 8, Batch 176001 -Loss: 0.0595 Validation Accuracy: 92.562358% Epoch 8, Batch 176129 -Loss: 0.0973 Validation Accuracy: 92.585034% Epoch 8, Batch 176257 -Loss: 0.0909 Validation Accuracy: 92.562358% Epoch 8, Batch 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Validation Accuracy: 92.857143% Epoch 8, Batch 180225 -Loss: 0.1022 Validation Accuracy: 93.129252% Epoch 8, Batch 180353 -Loss: 0.1017 Validation Accuracy: 93.219955% Epoch 8, Batch 180481 -Loss: 0.1861 Validation Accuracy: 93.197279% Epoch 8, Batch 180609 -Loss: 0.1217 Validation Accuracy: 93.197279% Epoch 8, Batch 180737 -Loss: 0.1021 Validation Accuracy: 93.061224% Epoch 8, Batch 180865 -Loss: 0.0932 Validation Accuracy: 92.675737% Epoch 8, Batch 180993 -Loss: 0.1038 Validation Accuracy: 92.539683% Epoch 8, Batch 181121 -Loss: 0.1777 Validation Accuracy: 92.811791% Epoch 8, Batch 181249 -Loss: 0.1139 Validation Accuracy: 93.038549% Epoch 8, Batch 181377 -Loss: 0.0819 Validation Accuracy: 92.993197% Epoch 8, Batch 181505 -Loss: 0.1918 Validation Accuracy: 92.811791% Epoch 8, Batch 181633 -Loss: 0.1690 Validation Accuracy: 92.857143% Epoch 8, Batch 181761 -Loss: 0.1057 Validation Accuracy: 92.993197% Epoch 8, Batch 181889 -Loss: 0.1224 Validation Accuracy: 92.675737% Epoch 8, Batch 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Validation Accuracy: 92.675737% Epoch 8, Batch 185857 -Loss: 0.0987 Validation Accuracy: 92.857143% Epoch 8, Batch 185985 -Loss: 0.1145 Validation Accuracy: 92.743764% Epoch 8, Batch 186113 -Loss: 0.1483 Validation Accuracy: 93.151927% Epoch 8, Batch 186241 -Loss: 0.0582 Validation Accuracy: 93.106576% Epoch 8, Batch 186369 -Loss: 0.1730 Validation Accuracy: 92.811791% Epoch 8, Batch 186497 -Loss: 0.1869 Validation Accuracy: 93.265306% Epoch 8, Batch 186625 -Loss: 0.0605 Validation Accuracy: 93.083900% Epoch 8, Batch 186753 -Loss: 0.2102 Validation Accuracy: 92.471655% Epoch 8, Batch 186881 -Loss: 0.1054 Validation Accuracy: 92.517007% Epoch 8, Batch 187009 -Loss: 0.1418 Validation Accuracy: 92.176871% Epoch 8, Batch 187137 -Loss: 0.2223 Validation Accuracy: 92.721088% Epoch 8, Batch 187265 -Loss: 0.1555 Validation Accuracy: 92.834467% Epoch 8, Batch 187393 -Loss: 0.1273 Validation Accuracy: 93.151927% Epoch 8, Batch 187521 -Loss: 0.1914 Validation Accuracy: 92.834467% Epoch 8, Batch 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Validation Accuracy: 93.038549% Epoch 8, Batch 191489 -Loss: 0.0685 Validation Accuracy: 93.106576% Epoch 8, Batch 191617 -Loss: 0.1127 Validation Accuracy: 93.356009% Epoch 8, Batch 191745 -Loss: 0.2325 Validation Accuracy: 93.083900% Epoch 8, Batch 191873 -Loss: 0.0777 Validation Accuracy: 93.310658% Epoch 8, Batch 192001 -Loss: 0.1109 Validation Accuracy: 93.083900% Epoch 8, Batch 192129 -Loss: 0.1554 Validation Accuracy: 92.789116% Epoch 8, Batch 192257 -Loss: 0.1420 Validation Accuracy: 92.902494% Epoch 8, Batch 192385 -Loss: 0.2299 Validation Accuracy: 93.356009% Epoch 8, Batch 192513 -Loss: 0.1079 Validation Accuracy: 92.879819% Epoch 8, Batch 192641 -Loss: 0.1302 Validation Accuracy: 93.197279% Epoch 8, Batch 192769 -Loss: 0.1985 Validation Accuracy: 92.585034% Epoch 8, Batch 192897 -Loss: 0.1847 Validation Accuracy: 92.902494% Epoch 8, Batch 193025 -Loss: 0.2150 Validation Accuracy: 93.038549% Epoch 8, Batch 193153 -Loss: 0.1131 Validation Accuracy: 92.290249% Epoch 8, Batch 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Validation Accuracy: 92.040816% Epoch 8, Batch 197121 -Loss: 0.1125 Validation Accuracy: 92.063492% Epoch 8, Batch 197249 -Loss: 0.2337 Validation Accuracy: 92.154195% Epoch 8, Batch 197377 -Loss: 0.0722 Validation Accuracy: 92.131519% Epoch 8, Batch 197505 -Loss: 0.0563 Validation Accuracy: 91.972789% Epoch 8, Batch 197633 -Loss: 0.1808 Validation Accuracy: 92.222222% Epoch 8, Batch 197761 -Loss: 0.0622 Validation Accuracy: 91.995465% Epoch 8, Batch 197889 -Loss: 0.1553 Validation Accuracy: 92.086168% Epoch 8, Batch 198017 -Loss: 0.0543 Validation Accuracy: 91.678005% Epoch 8, Batch 198145 -Loss: 0.0899 Validation Accuracy: 92.176871% Epoch 8, Batch 198273 -Loss: 0.1520 Validation Accuracy: 91.950113% Epoch 8, Batch 198401 -Loss: 0.1224 Validation Accuracy: 92.154195% Epoch 8, Batch 198529 -Loss: 0.2272 Validation Accuracy: 91.519274% Epoch 8, Batch 198657 -Loss: 0.2349 Validation Accuracy: 91.723356% Epoch 8, Batch 198785 -Loss: 0.1235 Validation Accuracy: 92.471655% Epoch 8, Batch 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Validation Accuracy: 92.743764% Epoch 8, Batch 202753 -Loss: 0.1754 Validation Accuracy: 93.129252% Epoch 8, Batch 202881 -Loss: 0.1081 Validation Accuracy: 93.310658% Epoch 8, Batch 203009 -Loss: 0.1379 Validation Accuracy: 93.083900% Epoch 8, Batch 203137 -Loss: 0.1849 Validation Accuracy: 93.106576% Epoch 8, Batch 203265 -Loss: 0.1405 Validation Accuracy: 93.378685% Epoch 8, Batch 203393 -Loss: 0.2041 Validation Accuracy: 93.038549% Epoch 8, Batch 203521 -Loss: 0.1400 Validation Accuracy: 93.174603% Epoch 8, Batch 203649 -Loss: 0.0967 Validation Accuracy: 92.743764% Epoch 8, Batch 203777 -Loss: 0.1102 Validation Accuracy: 93.265306% Epoch 8, Batch 203905 -Loss: 0.2211 Validation Accuracy: 92.607710% Epoch 8, Batch 204033 -Loss: 0.0449 Validation Accuracy: 92.448980% Epoch 8, Batch 204161 -Loss: 0.0943 Validation Accuracy: 92.811791% Epoch 8, Batch 204289 -Loss: 0.1656 Validation Accuracy: 93.424036% Epoch 8, Batch 204417 -Loss: 0.0713 Validation Accuracy: 92.970522% Epoch 8, Batch 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Validation Accuracy: 92.471655% Epoch 8, Batch 208385 -Loss: 0.2383 Validation Accuracy: 92.630386% Epoch 8, Batch 208513 -Loss: 0.1016 Validation Accuracy: 92.471655% Epoch 8, Batch 208641 -Loss: 0.1680 Validation Accuracy: 92.653061% Epoch 8, Batch 208769 -Loss: 0.4018 Validation Accuracy: 92.562358% Epoch 9, Batch 1 -Loss: 0.0945 Validation Accuracy: 92.766440% Epoch 9, Batch 129 -Loss: 0.1233 Validation Accuracy: 92.358277% Epoch 9, Batch 257 -Loss: 0.1089 Validation Accuracy: 92.426304% Epoch 9, Batch 385 -Loss: 0.0878 Validation Accuracy: 92.471655% Epoch 9, Batch 513 -Loss: 0.1050 Validation Accuracy: 92.176871% Epoch 9, Batch 641 -Loss: 0.1156 Validation Accuracy: 91.814059% Epoch 9, Batch 769 -Loss: 0.0956 Validation Accuracy: 92.312925% Epoch 9, Batch 897 -Loss: 0.2478 Validation Accuracy: 92.290249% Epoch 9, Batch 1025 -Loss: 0.3339 Validation Accuracy: 92.267574% Epoch 9, Batch 1153 -Loss: 0.1289 Validation Accuracy: 92.086168% Epoch 9, Batch 1281 -Loss: 0.1060 Validation 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Validation Accuracy: 93.083900% Epoch 9, Batch 37761 -Loss: 0.1605 Validation Accuracy: 92.698413% Epoch 9, Batch 37889 -Loss: 0.1431 Validation Accuracy: 92.675737% Epoch 9, Batch 38017 -Loss: 0.0532 Validation Accuracy: 92.698413% Epoch 9, Batch 38145 -Loss: 0.1058 Validation Accuracy: 93.174603% Epoch 9, Batch 38273 -Loss: 0.1095 Validation Accuracy: 92.857143% Epoch 9, Batch 38401 -Loss: 0.1313 Validation Accuracy: 92.789116% Epoch 9, Batch 38529 -Loss: 0.0486 Validation Accuracy: 92.789116% Epoch 9, Batch 38657 -Loss: 0.1153 Validation Accuracy: 92.653061% Epoch 9, Batch 38785 -Loss: 0.0573 Validation Accuracy: 92.970522% Epoch 9, Batch 38913 -Loss: 0.1721 Validation Accuracy: 93.401361% Epoch 9, Batch 39041 -Loss: 0.1614 Validation Accuracy: 92.925170% Epoch 9, Batch 39169 -Loss: 0.0927 Validation Accuracy: 92.789116% Epoch 9, Batch 39297 -Loss: 0.1412 Validation Accuracy: 92.993197% Epoch 9, Batch 39425 -Loss: 0.1202 Validation Accuracy: 92.993197% Epoch 9, Batch 39553 -Loss: 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Validation Accuracy: 92.789116% Epoch 9, Batch 68225 -Loss: 0.0699 Validation Accuracy: 92.222222% Epoch 9, Batch 68353 -Loss: 0.1256 Validation Accuracy: 92.766440% Epoch 9, Batch 68481 -Loss: 0.2486 Validation Accuracy: 92.993197% Epoch 9, Batch 68609 -Loss: 0.0758 Validation Accuracy: 92.562358% Epoch 9, Batch 68737 -Loss: 0.1622 Validation Accuracy: 92.426304% Epoch 9, Batch 68865 -Loss: 0.0863 Validation Accuracy: 92.539683% Epoch 9, Batch 68993 -Loss: 0.0519 Validation Accuracy: 92.380952% Epoch 9, Batch 69121 -Loss: 0.1410 Validation Accuracy: 92.562358% Epoch 9, Batch 69249 -Loss: 0.1047 Validation Accuracy: 92.607710% Epoch 9, Batch 69377 -Loss: 0.1070 Validation Accuracy: 92.607710% Epoch 9, Batch 69505 -Loss: 0.0707 Validation Accuracy: 92.471655% Epoch 9, Batch 69633 -Loss: 0.0870 Validation Accuracy: 92.290249% Epoch 9, Batch 69761 -Loss: 0.1337 Validation Accuracy: 92.267574% Epoch 9, Batch 69889 -Loss: 0.1110 Validation Accuracy: 92.222222% Epoch 9, Batch 70017 -Loss: 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Validation Accuracy: 92.630385% Epoch 9, Batch 83457 -Loss: 0.1521 Validation Accuracy: 93.061224% Epoch 9, Batch 83585 -Loss: 0.0913 Validation Accuracy: 92.675737% Epoch 9, Batch 83713 -Loss: 0.1332 Validation Accuracy: 92.380952% Epoch 9, Batch 83841 -Loss: 0.1656 Validation Accuracy: 92.380952% Epoch 9, Batch 83969 -Loss: 0.1090 Validation Accuracy: 92.585034% Epoch 9, Batch 84097 -Loss: 0.0789 Validation Accuracy: 92.562358% Epoch 9, Batch 84225 -Loss: 0.1091 Validation Accuracy: 92.766440% Epoch 9, Batch 84353 -Loss: 0.1232 Validation Accuracy: 92.743764% Epoch 9, Batch 84481 -Loss: 0.0697 Validation Accuracy: 92.562358% Epoch 9, Batch 84609 -Loss: 0.2034 Validation Accuracy: 92.222222% Epoch 9, Batch 84737 -Loss: 0.2056 Validation Accuracy: 93.083900% Epoch 9, Batch 84865 -Loss: 0.1144 Validation Accuracy: 92.290249% Epoch 9, Batch 84993 -Loss: 0.0642 Validation Accuracy: 93.083900% Epoch 9, Batch 85121 -Loss: 0.1698 Validation Accuracy: 92.766440% Epoch 9, Batch 85249 -Loss: 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-Loss: 0.0949 Validation Accuracy: 93.197279% Epoch 9, Batch 87297 -Loss: 0.0924 Validation Accuracy: 93.333333% Epoch 9, Batch 87425 -Loss: 0.1863 Validation Accuracy: 93.061224% Epoch 9, Batch 87553 -Loss: 0.1412 Validation Accuracy: 93.106576% Epoch 9, Batch 87681 -Loss: 0.1297 Validation Accuracy: 93.197279% Epoch 9, Batch 87809 -Loss: 0.0825 Validation Accuracy: 93.696145% Epoch 9, Batch 87937 -Loss: 0.1229 Validation Accuracy: 93.673469% Epoch 9, Batch 88065 -Loss: 0.1319 Validation Accuracy: 93.401361% Epoch 9, Batch 88193 -Loss: 0.1217 Validation Accuracy: 93.129252% Epoch 9, Batch 88321 -Loss: 0.2543 Validation Accuracy: 93.310658% Epoch 9, Batch 88449 -Loss: 0.0712 Validation Accuracy: 92.675737% Epoch 9, Batch 88577 -Loss: 0.0680 Validation Accuracy: 92.970522% Epoch 9, Batch 88705 -Loss: 0.1083 Validation Accuracy: 92.993197% Epoch 9, Batch 88833 -Loss: 0.1499 Validation Accuracy: 93.106576% Epoch 9, Batch 88961 -Loss: 0.0609 Validation Accuracy: 93.174603% Epoch 9, Batch 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Validation Accuracy: 92.426304% Epoch 9, Batch 98689 -Loss: 0.1558 Validation Accuracy: 92.244898% Epoch 9, Batch 98817 -Loss: 0.0653 Validation Accuracy: 92.040816% Epoch 9, Batch 98945 -Loss: 0.1590 Validation Accuracy: 92.562358% Epoch 9, Batch 99073 -Loss: 0.0819 Validation Accuracy: 92.653061% Epoch 9, Batch 99201 -Loss: 0.1390 Validation Accuracy: 92.766440% Epoch 9, Batch 99329 -Loss: 0.0740 Validation Accuracy: 92.426304% Epoch 9, Batch 99457 -Loss: 0.0562 Validation Accuracy: 92.585034% Epoch 9, Batch 99585 -Loss: 0.1872 Validation Accuracy: 92.653061% Epoch 9, Batch 99713 -Loss: 0.1012 Validation Accuracy: 92.380952% Epoch 9, Batch 99841 -Loss: 0.1830 Validation Accuracy: 92.675737% Epoch 9, Batch 99969 -Loss: 0.0537 Validation Accuracy: 92.721088% Epoch 9, Batch 100097 -Loss: 0.0750 Validation Accuracy: 92.380952% Epoch 9, Batch 100225 -Loss: 0.1787 Validation Accuracy: 92.335601% Epoch 9, Batch 100353 -Loss: 0.1204 Validation Accuracy: 92.879819% Epoch 9, Batch 100481 -Loss: 0.1047 Validation Accuracy: 92.834467% Epoch 9, Batch 100609 -Loss: 0.0609 Validation Accuracy: 92.607710% Epoch 9, Batch 100737 -Loss: 0.1201 Validation Accuracy: 93.038549% Epoch 9, Batch 100865 -Loss: 0.0683 Validation Accuracy: 92.993197% Epoch 9, Batch 100993 -Loss: 0.1121 Validation Accuracy: 93.061224% Epoch 9, Batch 101121 -Loss: 0.0550 Validation Accuracy: 92.766440% Epoch 9, Batch 101249 -Loss: 0.1382 Validation Accuracy: 92.970522% Epoch 9, Batch 101377 -Loss: 0.0713 Validation Accuracy: 92.517007% Epoch 9, Batch 101505 -Loss: 0.0780 Validation Accuracy: 92.539683% Epoch 9, Batch 101633 -Loss: 0.1214 Validation Accuracy: 92.947846% Epoch 9, Batch 101761 -Loss: 0.0910 Validation Accuracy: 92.970522% Epoch 9, Batch 101889 -Loss: 0.0827 Validation Accuracy: 92.789116% Epoch 9, Batch 102017 -Loss: 0.1380 Validation Accuracy: 92.743764% Epoch 9, Batch 102145 -Loss: 0.0997 Validation Accuracy: 93.106576% Epoch 9, Batch 102273 -Loss: 0.1532 Validation Accuracy: 92.743764% 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-Loss: 0.1361 Validation Accuracy: 92.789116% Epoch 9, Batch 106241 -Loss: 0.1331 Validation Accuracy: 92.834467% Epoch 9, Batch 106369 -Loss: 0.0913 Validation Accuracy: 92.970522% Epoch 9, Batch 106497 -Loss: 0.1427 Validation Accuracy: 92.607710% Epoch 9, Batch 106625 -Loss: 0.0692 Validation Accuracy: 92.607710% Epoch 9, Batch 106753 -Loss: 0.0760 Validation Accuracy: 92.879819% Epoch 9, Batch 106881 -Loss: 0.1002 Validation Accuracy: 92.176871% Epoch 9, Batch 107009 -Loss: 0.1305 Validation Accuracy: 92.811791% Epoch 9, Batch 107137 -Loss: 0.1583 Validation Accuracy: 93.061225% Epoch 9, Batch 107265 -Loss: 0.2245 Validation Accuracy: 92.653061% Epoch 9, Batch 107393 -Loss: 0.1274 Validation Accuracy: 93.061224% Epoch 9, Batch 107521 -Loss: 0.0567 Validation Accuracy: 92.630385% Epoch 9, Batch 107649 -Loss: 0.2759 Validation Accuracy: 92.857143% Epoch 9, Batch 107777 -Loss: 0.1344 Validation Accuracy: 92.675737% Epoch 9, Batch 107905 -Loss: 0.0425 Validation Accuracy: 92.721088% 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-Loss: 0.1409 Validation Accuracy: 92.403628% Epoch 9, Batch 111873 -Loss: 0.1325 Validation Accuracy: 92.653061% Epoch 9, Batch 112001 -Loss: 0.0560 Validation Accuracy: 92.743764% Epoch 9, Batch 112129 -Loss: 0.1653 Validation Accuracy: 92.267574% Epoch 9, Batch 112257 -Loss: 0.0892 Validation Accuracy: 93.197279% Epoch 9, Batch 112385 -Loss: 0.1463 Validation Accuracy: 92.789116% Epoch 9, Batch 112513 -Loss: 0.1431 Validation Accuracy: 92.743764% Epoch 9, Batch 112641 -Loss: 0.1160 Validation Accuracy: 92.494331% Epoch 9, Batch 112769 -Loss: 0.1270 Validation Accuracy: 92.789116% Epoch 9, Batch 112897 -Loss: 0.1645 Validation Accuracy: 92.494331% Epoch 9, Batch 113025 -Loss: 0.2566 Validation Accuracy: 92.653061% Epoch 9, Batch 113153 -Loss: 0.2672 Validation Accuracy: 92.244898% Epoch 9, Batch 113281 -Loss: 0.0857 Validation Accuracy: 92.721088% Epoch 9, Batch 113409 -Loss: 0.1070 Validation Accuracy: 92.358277% Epoch 9, Batch 113537 -Loss: 0.1913 Validation Accuracy: 92.448980% 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-Loss: 0.1441 Validation Accuracy: 92.086168% Epoch 9, Batch 117505 -Loss: 0.1564 Validation Accuracy: 92.244898% Epoch 9, Batch 117633 -Loss: 0.1354 Validation Accuracy: 92.312925% Epoch 9, Batch 117761 -Loss: 0.0554 Validation Accuracy: 92.403628% Epoch 9, Batch 117889 -Loss: 0.1780 Validation Accuracy: 92.267574% Epoch 9, Batch 118017 -Loss: 0.1172 Validation Accuracy: 92.380952% Epoch 9, Batch 118145 -Loss: 0.0883 Validation Accuracy: 92.380952% Epoch 9, Batch 118273 -Loss: 0.1676 Validation Accuracy: 92.380952% Epoch 9, Batch 118401 -Loss: 0.0891 Validation Accuracy: 92.312925% Epoch 9, Batch 118529 -Loss: 0.2277 Validation Accuracy: 91.836735% Epoch 9, Batch 118657 -Loss: 0.0929 Validation Accuracy: 92.290249% Epoch 9, Batch 118785 -Loss: 0.1678 Validation Accuracy: 92.199546% Epoch 9, Batch 118913 -Loss: 0.1527 Validation Accuracy: 91.882086% Epoch 9, Batch 119041 -Loss: 0.1451 Validation Accuracy: 92.154195% Epoch 9, Batch 119169 -Loss: 0.0979 Validation Accuracy: 92.448980% 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-Loss: 0.1462 Validation Accuracy: 92.403628% Epoch 9, Batch 123137 -Loss: 0.1294 Validation Accuracy: 92.108844% Epoch 9, Batch 123265 -Loss: 0.1222 Validation Accuracy: 92.063492% Epoch 9, Batch 123393 -Loss: 0.1274 Validation Accuracy: 92.131519% Epoch 9, Batch 123521 -Loss: 0.1501 Validation Accuracy: 92.063492% Epoch 9, Batch 123649 -Loss: 0.0766 Validation Accuracy: 92.290249% Epoch 9, Batch 123777 -Loss: 0.1037 Validation Accuracy: 92.403628% Epoch 9, Batch 123905 -Loss: 0.1504 Validation Accuracy: 92.199546% Epoch 9, Batch 124033 -Loss: 0.1533 Validation Accuracy: 92.630386% Epoch 9, Batch 124161 -Loss: 0.0863 Validation Accuracy: 92.426304% Epoch 9, Batch 124289 -Loss: 0.1497 Validation Accuracy: 92.040816% Epoch 9, Batch 124417 -Loss: 0.1895 Validation Accuracy: 92.721088% Epoch 9, Batch 124545 -Loss: 0.0855 Validation Accuracy: 92.879819% Epoch 9, Batch 124673 -Loss: 0.0853 Validation Accuracy: 91.972789% Epoch 9, Batch 124801 -Loss: 0.0995 Validation Accuracy: 92.539683% 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-Loss: 0.1298 Validation Accuracy: 92.494331% Epoch 9, Batch 128769 -Loss: 0.1290 Validation Accuracy: 92.108844% Epoch 9, Batch 128897 -Loss: 0.1281 Validation Accuracy: 92.517007% Epoch 9, Batch 129025 -Loss: 0.1291 Validation Accuracy: 91.904762% Epoch 9, Batch 129153 -Loss: 0.0978 Validation Accuracy: 92.653061% Epoch 9, Batch 129281 -Loss: 0.1857 Validation Accuracy: 92.471655% Epoch 9, Batch 129409 -Loss: 0.0794 Validation Accuracy: 92.494331% Epoch 9, Batch 129537 -Loss: 0.1111 Validation Accuracy: 92.539683% Epoch 9, Batch 129665 -Loss: 0.1841 Validation Accuracy: 92.131519% Epoch 9, Batch 129793 -Loss: 0.0820 Validation Accuracy: 92.040816% Epoch 9, Batch 129921 -Loss: 0.0855 Validation Accuracy: 92.108844% Epoch 9, Batch 130049 -Loss: 0.1011 Validation Accuracy: 91.972789% Epoch 9, Batch 130177 -Loss: 0.1771 Validation Accuracy: 92.290249% Epoch 9, Batch 130305 -Loss: 0.1815 Validation Accuracy: 91.746032% Epoch 9, Batch 130433 -Loss: 0.1765 Validation Accuracy: 91.791383% 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-Loss: 0.0531 Validation Accuracy: 92.108844% Epoch 9, Batch 134401 -Loss: 0.1024 Validation Accuracy: 92.517007% Epoch 9, Batch 134529 -Loss: 0.0595 Validation Accuracy: 92.607710% Epoch 9, Batch 134657 -Loss: 0.0996 Validation Accuracy: 92.857143% Epoch 9, Batch 134785 -Loss: 0.1157 Validation Accuracy: 92.743764% Epoch 9, Batch 134913 -Loss: 0.0911 Validation Accuracy: 92.222222% Epoch 9, Batch 135041 -Loss: 0.1740 Validation Accuracy: 92.335601% Epoch 9, Batch 135169 -Loss: 0.0416 Validation Accuracy: 92.539683% Epoch 9, Batch 135297 -Loss: 0.1139 Validation Accuracy: 92.607710% Epoch 9, Batch 135425 -Loss: 0.0724 Validation Accuracy: 92.448980% Epoch 9, Batch 135553 -Loss: 0.1811 Validation Accuracy: 92.811791% Epoch 9, Batch 135681 -Loss: 0.1734 Validation Accuracy: 92.335601% Epoch 9, Batch 135809 -Loss: 0.2083 Validation Accuracy: 92.630385% Epoch 9, Batch 135937 -Loss: 0.0858 Validation Accuracy: 92.494331% Epoch 9, Batch 136065 -Loss: 0.0480 Validation Accuracy: 92.494331% 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-Loss: 0.0738 Validation Accuracy: 92.607710% Epoch 9, Batch 140033 -Loss: 0.0926 Validation Accuracy: 92.925170% Epoch 9, Batch 140161 -Loss: 0.1529 Validation Accuracy: 93.061225% Epoch 9, Batch 140289 -Loss: 0.2615 Validation Accuracy: 92.539683% Epoch 9, Batch 140417 -Loss: 0.1522 Validation Accuracy: 93.106576% Epoch 9, Batch 140545 -Loss: 0.1819 Validation Accuracy: 92.562358% Epoch 9, Batch 140673 -Loss: 0.1289 Validation Accuracy: 92.834467% Epoch 9, Batch 140801 -Loss: 0.1100 Validation Accuracy: 92.947846% Epoch 9, Batch 140929 -Loss: 0.0822 Validation Accuracy: 92.675737% Epoch 9, Batch 141057 -Loss: 0.0843 Validation Accuracy: 92.517007% Epoch 9, Batch 141185 -Loss: 0.1025 Validation Accuracy: 92.834467% Epoch 9, Batch 141313 -Loss: 0.1873 Validation Accuracy: 92.040816% Epoch 9, Batch 141441 -Loss: 0.1497 Validation Accuracy: 92.789116% Epoch 9, Batch 141569 -Loss: 0.0748 Validation Accuracy: 92.403628% Epoch 9, Batch 141697 -Loss: 0.0899 Validation Accuracy: 92.925170% 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-Loss: 0.1149 Validation Accuracy: 92.517007% Epoch 9, Batch 145665 -Loss: 0.0921 Validation Accuracy: 93.015873% Epoch 9, Batch 145793 -Loss: 0.1469 Validation Accuracy: 93.151927% Epoch 9, Batch 145921 -Loss: 0.1305 Validation Accuracy: 93.356009% Epoch 9, Batch 146049 -Loss: 0.1366 Validation Accuracy: 92.789116% Epoch 9, Batch 146177 -Loss: 0.1014 Validation Accuracy: 92.834467% Epoch 9, Batch 146305 -Loss: 0.1364 Validation Accuracy: 92.653061% Epoch 9, Batch 146433 -Loss: 0.1286 Validation Accuracy: 92.993197% Epoch 9, Batch 146561 -Loss: 0.0629 Validation Accuracy: 93.015873% Epoch 9, Batch 146689 -Loss: 0.1097 Validation Accuracy: 92.743764% Epoch 9, Batch 146817 -Loss: 0.0650 Validation Accuracy: 92.698413% Epoch 9, Batch 146945 -Loss: 0.0927 Validation Accuracy: 92.879819% Epoch 9, Batch 147073 -Loss: 0.0837 Validation Accuracy: 92.562358% Epoch 9, Batch 147201 -Loss: 0.2094 Validation Accuracy: 92.448980% Epoch 9, Batch 147329 -Loss: 0.1265 Validation Accuracy: 92.743764% 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-Loss: 0.0664 Validation Accuracy: 92.857143% Epoch 9, Batch 151297 -Loss: 0.1353 Validation Accuracy: 92.517007% Epoch 9, Batch 151425 -Loss: 0.1619 Validation Accuracy: 92.630386% Epoch 9, Batch 151553 -Loss: 0.2072 Validation Accuracy: 92.607710% Epoch 9, Batch 151681 -Loss: 0.1085 Validation Accuracy: 92.834467% Epoch 9, Batch 151809 -Loss: 0.1673 Validation Accuracy: 92.879819% Epoch 9, Batch 151937 -Loss: 0.1909 Validation Accuracy: 92.675737% Epoch 9, Batch 152065 -Loss: 0.1070 Validation Accuracy: 92.222222% Epoch 9, Batch 152193 -Loss: 0.0641 Validation Accuracy: 92.471655% Epoch 9, Batch 152321 -Loss: 0.0702 Validation Accuracy: 92.448980% Epoch 9, Batch 152449 -Loss: 0.2180 Validation Accuracy: 92.947846% Epoch 9, Batch 152577 -Loss: 0.1375 Validation Accuracy: 92.562358% Epoch 9, Batch 152705 -Loss: 0.0716 Validation Accuracy: 92.176871% Epoch 9, Batch 152833 -Loss: 0.0834 Validation Accuracy: 93.015873% Epoch 9, Batch 152961 -Loss: 0.2064 Validation Accuracy: 92.562358% 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-Loss: 0.1618 Validation Accuracy: 92.857143% Epoch 9, Batch 156929 -Loss: 0.0932 Validation Accuracy: 92.607710% Epoch 9, Batch 157057 -Loss: 0.2323 Validation Accuracy: 92.358277% Epoch 9, Batch 157185 -Loss: 0.1969 Validation Accuracy: 92.630386% Epoch 9, Batch 157313 -Loss: 0.0795 Validation Accuracy: 92.585034% Epoch 9, Batch 157441 -Loss: 0.1224 Validation Accuracy: 92.426304% Epoch 9, Batch 157569 -Loss: 0.0991 Validation Accuracy: 92.086168% Epoch 9, Batch 157697 -Loss: 0.1398 Validation Accuracy: 92.108844% Epoch 9, Batch 157825 -Loss: 0.1228 Validation Accuracy: 92.675737% Epoch 9, Batch 157953 -Loss: 0.1186 Validation Accuracy: 92.743764% Epoch 9, Batch 158081 -Loss: 0.0858 Validation Accuracy: 92.131519% Epoch 9, Batch 158209 -Loss: 0.0993 Validation Accuracy: 92.018141% Epoch 9, Batch 158337 -Loss: 0.1243 Validation Accuracy: 92.131519% Epoch 9, Batch 158465 -Loss: 0.0905 Validation Accuracy: 92.448980% Epoch 9, Batch 158593 -Loss: 0.2214 Validation Accuracy: 92.222222% 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-Loss: 0.1282 Validation Accuracy: 92.653061% Epoch 9, Batch 162561 -Loss: 0.1964 Validation Accuracy: 92.403628% Epoch 9, Batch 162689 -Loss: 0.1747 Validation Accuracy: 92.290249% Epoch 9, Batch 162817 -Loss: 0.1282 Validation Accuracy: 92.471655% Epoch 9, Batch 162945 -Loss: 0.1391 Validation Accuracy: 92.448980% Epoch 9, Batch 163073 -Loss: 0.0973 Validation Accuracy: 92.562358% Epoch 9, Batch 163201 -Loss: 0.1440 Validation Accuracy: 92.448980% Epoch 9, Batch 163329 -Loss: 0.1590 Validation Accuracy: 92.517007% Epoch 9, Batch 163457 -Loss: 0.1586 Validation Accuracy: 92.925170% Epoch 9, Batch 163585 -Loss: 0.1735 Validation Accuracy: 92.811791% Epoch 9, Batch 163713 -Loss: 0.0703 Validation Accuracy: 92.766440% Epoch 9, Batch 163841 -Loss: 0.1460 Validation Accuracy: 92.857143% Epoch 9, Batch 163969 -Loss: 0.0749 Validation Accuracy: 92.607710% Epoch 9, Batch 164097 -Loss: 0.2407 Validation Accuracy: 92.970522% Epoch 9, Batch 164225 -Loss: 0.0858 Validation Accuracy: 92.176871% 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-Loss: 0.1971 Validation Accuracy: 92.517007% Epoch 9, Batch 168193 -Loss: 0.1504 Validation Accuracy: 92.585034% Epoch 9, Batch 168321 -Loss: 0.2188 Validation Accuracy: 93.174603% Epoch 9, Batch 168449 -Loss: 0.1198 Validation Accuracy: 92.789116% Epoch 9, Batch 168577 -Loss: 0.1258 Validation Accuracy: 92.743764% Epoch 9, Batch 168705 -Loss: 0.1445 Validation Accuracy: 92.993197% Epoch 9, Batch 168833 -Loss: 0.0881 Validation Accuracy: 92.789116% Epoch 9, Batch 168961 -Loss: 0.1767 Validation Accuracy: 92.811791% Epoch 9, Batch 169089 -Loss: 0.1990 Validation Accuracy: 92.426304% Epoch 9, Batch 169217 -Loss: 0.0637 Validation Accuracy: 92.766440% Epoch 9, Batch 169345 -Loss: 0.0899 Validation Accuracy: 92.244898% Epoch 9, Batch 169473 -Loss: 0.0975 Validation Accuracy: 92.879819% Epoch 9, Batch 169601 -Loss: 0.1068 Validation Accuracy: 92.698413% Epoch 9, Batch 169729 -Loss: 0.1054 Validation Accuracy: 92.811791% Epoch 9, Batch 169857 -Loss: 0.1650 Validation Accuracy: 92.834467% Epoch 9, Batch 169985 -Loss: 0.0964 Validation Accuracy: 93.061224% Epoch 9, Batch 170113 -Loss: 0.2335 Validation Accuracy: 92.721088% Epoch 9, Batch 170241 -Loss: 0.1246 Validation Accuracy: 93.174603% Epoch 9, Batch 170369 -Loss: 0.0674 Validation Accuracy: 93.106576% Epoch 9, Batch 170497 -Loss: 0.1052 Validation Accuracy: 92.675737% Epoch 9, Batch 170625 -Loss: 0.1250 Validation Accuracy: 92.789116% Epoch 9, Batch 170753 -Loss: 0.0614 Validation Accuracy: 93.083900% Epoch 9, Batch 170881 -Loss: 0.0812 Validation Accuracy: 92.902494% Epoch 9, Batch 171009 -Loss: 0.1801 Validation Accuracy: 93.310658% Epoch 9, Batch 171137 -Loss: 0.0814 Validation Accuracy: 92.993197% Epoch 9, Batch 171265 -Loss: 0.1194 Validation Accuracy: 92.857143% Epoch 9, Batch 171393 -Loss: 0.1604 Validation Accuracy: 93.151927% Epoch 9, Batch 171521 -Loss: 0.0899 Validation Accuracy: 93.106576% Epoch 9, Batch 171649 -Loss: 0.1927 Validation Accuracy: 92.585034% Epoch 9, Batch 171777 -Loss: 0.1559 Validation Accuracy: 92.312925% Epoch 9, Batch 171905 -Loss: 0.0757 Validation Accuracy: 92.970522% Epoch 9, Batch 172033 -Loss: 0.1088 Validation Accuracy: 92.312925% Epoch 9, Batch 172161 -Loss: 0.1519 Validation Accuracy: 92.857143% Epoch 9, Batch 172289 -Loss: 0.0936 Validation Accuracy: 92.857143% Epoch 9, Batch 172417 -Loss: 0.1121 Validation Accuracy: 92.811791% Epoch 9, Batch 172545 -Loss: 0.1051 Validation Accuracy: 92.403628% Epoch 9, Batch 172673 -Loss: 0.1186 Validation Accuracy: 92.721088% Epoch 9, Batch 172801 -Loss: 0.0950 Validation Accuracy: 93.015873% Epoch 9, Batch 172929 -Loss: 0.1437 Validation Accuracy: 92.789116% Epoch 9, Batch 173057 -Loss: 0.1403 Validation Accuracy: 92.811791% Epoch 9, Batch 173185 -Loss: 0.1616 Validation Accuracy: 92.721088% Epoch 9, Batch 173313 -Loss: 0.2674 Validation Accuracy: 92.834467% Epoch 9, Batch 173441 -Loss: 0.1764 Validation Accuracy: 93.129252% Epoch 9, Batch 173569 -Loss: 0.1972 Validation Accuracy: 92.879819% Epoch 9, Batch 173697 -Loss: 0.1389 Validation Accuracy: 92.857143% Epoch 9, Batch 173825 -Loss: 0.1219 Validation Accuracy: 93.129252% Epoch 9, Batch 173953 -Loss: 0.1507 Validation Accuracy: 92.789116% Epoch 9, Batch 174081 -Loss: 0.1823 Validation Accuracy: 92.834467% Epoch 9, Batch 174209 -Loss: 0.0760 Validation Accuracy: 92.630386% Epoch 9, Batch 174337 -Loss: 0.2494 Validation Accuracy: 92.721088% Epoch 9, Batch 174465 -Loss: 0.0912 Validation Accuracy: 93.106576% Epoch 9, Batch 174593 -Loss: 0.1392 Validation Accuracy: 92.947846% Epoch 9, Batch 174721 -Loss: 0.1520 Validation Accuracy: 92.925170% Epoch 9, Batch 174849 -Loss: 0.1896 Validation Accuracy: 92.993197% Epoch 9, Batch 174977 -Loss: 0.1308 Validation Accuracy: 93.174603% Epoch 9, Batch 175105 -Loss: 0.0659 Validation Accuracy: 92.789116% Epoch 9, Batch 175233 -Loss: 0.1022 Validation Accuracy: 93.469388% Epoch 9, Batch 175361 -Loss: 0.1480 Validation Accuracy: 92.902494% Epoch 9, Batch 175489 -Loss: 0.1537 Validation Accuracy: 93.038549% 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Accuracy: 92.811791% Epoch 9, Batch 177537 -Loss: 0.0682 Validation Accuracy: 93.015873% Epoch 9, Batch 177665 -Loss: 0.1187 Validation Accuracy: 92.834467% Epoch 9, Batch 177793 -Loss: 0.0604 Validation Accuracy: 92.834467% Epoch 9, Batch 177921 -Loss: 0.0861 Validation Accuracy: 93.219955% Epoch 9, Batch 178049 -Loss: 0.1649 Validation Accuracy: 93.015873% Epoch 9, Batch 178177 -Loss: 0.0903 Validation Accuracy: 93.106576% Epoch 9, Batch 178305 -Loss: 0.1032 Validation Accuracy: 93.129252% Epoch 9, Batch 178433 -Loss: 0.0840 Validation Accuracy: 93.242630% Epoch 9, Batch 178561 -Loss: 0.1299 Validation Accuracy: 93.061224% Epoch 9, Batch 178689 -Loss: 0.1653 Validation Accuracy: 93.560091% Epoch 9, Batch 178817 -Loss: 0.1282 Validation Accuracy: 93.061225% Epoch 9, Batch 178945 -Loss: 0.1724 Validation Accuracy: 93.106576% Epoch 9, Batch 179073 -Loss: 0.1139 Validation Accuracy: 92.902494% Epoch 9, Batch 179201 -Loss: 0.1108 Validation Accuracy: 93.151927% Epoch 9, Batch 179329 -Loss: 0.1430 Validation Accuracy: 93.106576% Epoch 9, Batch 179457 -Loss: 0.1316 Validation Accuracy: 92.879819% Epoch 9, Batch 179585 -Loss: 0.0724 Validation Accuracy: 92.925170% Epoch 9, Batch 179713 -Loss: 0.1100 Validation Accuracy: 93.038549% Epoch 9, Batch 179841 -Loss: 0.1591 Validation Accuracy: 92.902494% Epoch 9, Batch 179969 -Loss: 0.1560 Validation Accuracy: 92.857143% Epoch 9, Batch 180097 -Loss: 0.0799 Validation Accuracy: 92.993197% Epoch 9, Batch 180225 -Loss: 0.0789 Validation Accuracy: 92.766440% Epoch 9, Batch 180353 -Loss: 0.1746 Validation Accuracy: 92.607710% Epoch 9, Batch 180481 -Loss: 0.1414 Validation Accuracy: 92.335601% Epoch 9, Batch 180609 -Loss: 0.2006 Validation Accuracy: 92.630385% Epoch 9, Batch 180737 -Loss: 0.1012 Validation Accuracy: 92.721088% Epoch 9, Batch 180865 -Loss: 0.0775 Validation Accuracy: 92.902494% Epoch 9, Batch 180993 -Loss: 0.0940 Validation Accuracy: 92.970522% Epoch 9, Batch 181121 -Loss: 0.0902 Validation Accuracy: 92.789116% Epoch 9, Batch 181249 -Loss: 0.0686 Validation Accuracy: 92.970522% Epoch 9, Batch 181377 -Loss: 0.1001 Validation Accuracy: 92.925170% Epoch 9, Batch 181505 -Loss: 0.2098 Validation Accuracy: 92.993197% Epoch 9, Batch 181633 -Loss: 0.0720 Validation Accuracy: 92.517007% Epoch 9, Batch 181761 -Loss: 0.1032 Validation Accuracy: 93.174603% Epoch 9, Batch 181889 -Loss: 0.1102 Validation Accuracy: 93.015873% Epoch 9, Batch 182017 -Loss: 0.1202 Validation Accuracy: 92.562358% Epoch 9, Batch 182145 -Loss: 0.0937 Validation Accuracy: 92.585034% Epoch 9, Batch 182273 -Loss: 0.0680 Validation Accuracy: 92.970522% Epoch 9, Batch 182401 -Loss: 0.1302 Validation Accuracy: 92.426304% Epoch 9, Batch 182529 -Loss: 0.1154 Validation Accuracy: 92.607710% Epoch 9, Batch 182657 -Loss: 0.1308 Validation Accuracy: 92.607710% Epoch 9, Batch 182785 -Loss: 0.1359 Validation Accuracy: 93.106576% Epoch 9, Batch 182913 -Loss: 0.1193 Validation Accuracy: 92.879819% Epoch 9, Batch 183041 -Loss: 0.1281 Validation 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-Loss: 0.1343 Validation Accuracy: 93.469388% Epoch 9, Batch 185089 -Loss: 0.0857 Validation Accuracy: 92.879819% Epoch 9, Batch 185217 -Loss: 0.0965 Validation Accuracy: 92.834467% Epoch 9, Batch 185345 -Loss: 0.0858 Validation Accuracy: 92.698413% Epoch 9, Batch 185473 -Loss: 0.0910 Validation Accuracy: 93.174603% Epoch 9, Batch 185601 -Loss: 0.2327 Validation Accuracy: 92.857143% Epoch 9, Batch 185729 -Loss: 0.2003 Validation Accuracy: 93.015873% Epoch 9, Batch 185857 -Loss: 0.0691 Validation Accuracy: 92.879819% Epoch 9, Batch 185985 -Loss: 0.0382 Validation Accuracy: 93.151927% Epoch 9, Batch 186113 -Loss: 0.1189 Validation Accuracy: 93.242630% Epoch 9, Batch 186241 -Loss: 0.1624 Validation Accuracy: 92.947846% Epoch 9, Batch 186369 -Loss: 0.1221 Validation Accuracy: 92.675737% Epoch 9, Batch 186497 -Loss: 0.1613 Validation Accuracy: 92.947846% Epoch 9, Batch 186625 -Loss: 0.0922 Validation Accuracy: 92.766440% Epoch 9, Batch 186753 -Loss: 0.1776 Validation Accuracy: 92.993197% 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-Loss: 0.0233 Validation Accuracy: 93.061224% Epoch 9, Batch 207617 -Loss: 0.1028 Validation Accuracy: 93.151927% Epoch 9, Batch 207745 -Loss: 0.1178 Validation Accuracy: 92.312925% Epoch 9, Batch 207873 -Loss: 0.1013 Validation Accuracy: 92.811791% Epoch 9, Batch 208001 -Loss: 0.0747 Validation Accuracy: 92.902494% Epoch 9, Batch 208129 -Loss: 0.1583 Validation Accuracy: 92.902494% Epoch 9, Batch 208257 -Loss: 0.1335 Validation Accuracy: 93.015873% Epoch 9, Batch 208385 -Loss: 0.1709 Validation Accuracy: 93.151927% Epoch 9, Batch 208513 -Loss: 0.1469 Validation Accuracy: 93.197279% Epoch 9, Batch 208641 -Loss: 0.2141 Validation Accuracy: 92.925170% Epoch 9, Batch 208769 -Loss: 0.0968 Validation Accuracy: 92.857143% Epoch 10, Batch 1 -Loss: 0.1730 Validation Accuracy: 92.585034% Epoch 10, Batch 129 -Loss: 0.0937 Validation Accuracy: 92.267574% Epoch 10, Batch 257 -Loss: 0.2135 Validation Accuracy: 92.199546% Epoch 10, Batch 385 -Loss: 0.2636 Validation Accuracy: 91.814059% Epoch 10, 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-Loss: 0.0742 Validation Accuracy: 93.038549% Epoch 10, Batch 73985 -Loss: 0.1466 Validation Accuracy: 92.879819% Epoch 10, Batch 74113 -Loss: 0.1015 Validation Accuracy: 93.741497% Epoch 10, Batch 74241 -Loss: 0.0551 Validation Accuracy: 92.698413% Epoch 10, Batch 74369 -Loss: 0.1345 Validation Accuracy: 93.446712% Epoch 10, Batch 74497 -Loss: 0.1687 Validation Accuracy: 92.562358% Epoch 10, Batch 74625 -Loss: 0.1209 Validation Accuracy: 93.310658% Epoch 10, Batch 74753 -Loss: 0.0597 Validation Accuracy: 92.947846% Epoch 10, Batch 74881 -Loss: 0.1633 Validation Accuracy: 91.927438% Epoch 10, Batch 75009 -Loss: 0.1238 Validation Accuracy: 93.151927% Epoch 10, Batch 75137 -Loss: 0.1541 Validation Accuracy: 92.766440% Epoch 10, Batch 75265 -Loss: 0.1127 Validation Accuracy: 92.607710% Epoch 10, Batch 75393 -Loss: 0.0848 Validation Accuracy: 92.630385% Epoch 10, Batch 75521 -Loss: 0.0559 Validation Accuracy: 92.403628% Epoch 10, Batch 75649 -Loss: 0.2035 Validation Accuracy: 92.290249% 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-Loss: 0.1358 Validation Accuracy: 92.403628% Epoch 10, Batch 79617 -Loss: 0.0620 Validation Accuracy: 92.743764% Epoch 10, Batch 79745 -Loss: 0.1247 Validation Accuracy: 92.562358% Epoch 10, Batch 79873 -Loss: 0.1105 Validation Accuracy: 93.219955% Epoch 10, Batch 80001 -Loss: 0.1850 Validation Accuracy: 93.151927% Epoch 10, Batch 80129 -Loss: 0.1731 Validation Accuracy: 93.083900% Epoch 10, Batch 80257 -Loss: 0.0733 Validation Accuracy: 93.083900% Epoch 10, Batch 80385 -Loss: 0.1286 Validation Accuracy: 93.015873% Epoch 10, Batch 80513 -Loss: 0.1420 Validation Accuracy: 93.786848% Epoch 10, Batch 80641 -Loss: 0.1278 Validation Accuracy: 93.333333% Epoch 10, Batch 80769 -Loss: 0.1744 Validation Accuracy: 93.333333% Epoch 10, Batch 80897 -Loss: 0.1506 Validation Accuracy: 93.174603% Epoch 10, Batch 81025 -Loss: 0.0722 Validation Accuracy: 93.446712% Epoch 10, Batch 81153 -Loss: 0.0931 Validation Accuracy: 93.333333% Epoch 10, Batch 81281 -Loss: 0.1752 Validation Accuracy: 93.197279% 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-Loss: 0.1848 Validation Accuracy: 92.834467% Epoch 10, Batch 85249 -Loss: 0.2133 Validation Accuracy: 93.174603% Epoch 10, Batch 85377 -Loss: 0.2220 Validation Accuracy: 93.378685% Epoch 10, Batch 85505 -Loss: 0.1163 Validation Accuracy: 93.605442% Epoch 10, Batch 85633 -Loss: 0.0967 Validation Accuracy: 93.446712% Epoch 10, Batch 85761 -Loss: 0.2042 Validation Accuracy: 93.446712% Epoch 10, Batch 85889 -Loss: 0.1716 Validation Accuracy: 93.038549% Epoch 10, Batch 86017 -Loss: 0.0738 Validation Accuracy: 93.560091% Epoch 10, Batch 86145 -Loss: 0.0853 Validation Accuracy: 93.673469% Epoch 10, Batch 86273 -Loss: 0.1630 Validation Accuracy: 93.356009% Epoch 10, Batch 86401 -Loss: 0.1032 Validation Accuracy: 93.356009% Epoch 10, Batch 86529 -Loss: 0.1060 Validation Accuracy: 93.356009% Epoch 10, Batch 86657 -Loss: 0.1387 Validation Accuracy: 93.469388% Epoch 10, Batch 86785 -Loss: 0.1407 Validation Accuracy: 92.970522% Epoch 10, Batch 86913 -Loss: 0.0863 Validation Accuracy: 93.287982% 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-Loss: 0.0674 Validation Accuracy: 93.446712% Epoch 10, Batch 96513 -Loss: 0.1701 Validation Accuracy: 93.287982% Epoch 10, Batch 96641 -Loss: 0.0417 Validation Accuracy: 92.675737% Epoch 10, Batch 96769 -Loss: 0.2278 Validation Accuracy: 93.219955% Epoch 10, Batch 96897 -Loss: 0.0865 Validation Accuracy: 93.401361% Epoch 10, Batch 97025 -Loss: 0.0417 Validation Accuracy: 93.265306% Epoch 10, Batch 97153 -Loss: 0.0701 Validation Accuracy: 93.446712% Epoch 10, Batch 97281 -Loss: 0.0980 Validation Accuracy: 93.628118% Epoch 10, Batch 97409 -Loss: 0.2068 Validation Accuracy: 93.174603% Epoch 10, Batch 97537 -Loss: 0.0861 Validation Accuracy: 93.628118% Epoch 10, Batch 97665 -Loss: 0.1442 Validation Accuracy: 93.673469% Epoch 10, Batch 97793 -Loss: 0.0915 Validation Accuracy: 93.582766% Epoch 10, Batch 97921 -Loss: 0.1294 Validation Accuracy: 93.061224% Epoch 10, Batch 98049 -Loss: 0.1465 Validation Accuracy: 93.038549% Epoch 10, Batch 98177 -Loss: 0.0355 Validation Accuracy: 93.333333% 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Validation Accuracy: 93.219955% Epoch 10, Batch 103937 -Loss: 0.1887 Validation Accuracy: 93.378685% Epoch 10, Batch 104065 -Loss: 0.0742 Validation Accuracy: 93.197279% Epoch 10, Batch 104193 -Loss: 0.0882 Validation Accuracy: 93.106576% Epoch 10, Batch 104321 -Loss: 0.0942 Validation Accuracy: 93.061225% Epoch 10, Batch 104449 -Loss: 0.1096 Validation Accuracy: 93.310658% Epoch 10, Batch 104577 -Loss: 0.0874 Validation Accuracy: 93.151927% Epoch 10, Batch 104705 -Loss: 0.0479 Validation Accuracy: 93.310658% Epoch 10, Batch 104833 -Loss: 0.1198 Validation Accuracy: 93.174603% Epoch 10, Batch 104961 -Loss: 0.1752 Validation Accuracy: 93.197279% Epoch 10, Batch 105089 -Loss: 0.0726 Validation Accuracy: 93.197279% Epoch 10, Batch 105217 -Loss: 0.2918 Validation Accuracy: 92.698413% Epoch 10, Batch 105345 -Loss: 0.1435 Validation Accuracy: 93.015873% Epoch 10, Batch 105473 -Loss: 0.1142 Validation Accuracy: 93.560091% Epoch 10, Batch 105601 -Loss: 0.1120 Validation Accuracy: 93.129252% 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-Loss: 0.1453 Validation Accuracy: 92.766440% Epoch 10, Batch 111361 -Loss: 0.1174 Validation Accuracy: 92.358277% Epoch 10, Batch 111489 -Loss: 0.0700 Validation Accuracy: 92.335601% Epoch 10, Batch 111617 -Loss: 0.1153 Validation Accuracy: 92.267574% Epoch 10, Batch 111745 -Loss: 0.0871 Validation Accuracy: 92.176871% Epoch 10, Batch 111873 -Loss: 0.1760 Validation Accuracy: 92.743764% Epoch 10, Batch 112001 -Loss: 0.1005 Validation Accuracy: 92.970522% Epoch 10, Batch 112129 -Loss: 0.2521 Validation Accuracy: 92.879819% Epoch 10, Batch 112257 -Loss: 0.1503 Validation Accuracy: 92.811791% Epoch 10, Batch 112385 -Loss: 0.1509 Validation Accuracy: 92.993197% Epoch 10, Batch 112513 -Loss: 0.1562 Validation Accuracy: 92.607710% Epoch 10, Batch 112641 -Loss: 0.1016 Validation Accuracy: 92.426304% Epoch 10, Batch 112769 -Loss: 0.1128 Validation Accuracy: 92.585034% Epoch 10, Batch 112897 -Loss: 0.1669 Validation Accuracy: 92.585034% Epoch 10, Batch 113025 -Loss: 0.1259 Validation Accuracy: 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-Loss: 0.0693 Validation Accuracy: 93.015873% Epoch 10, Batch 118785 -Loss: 0.3495 Validation Accuracy: 93.265306% Epoch 10, Batch 118913 -Loss: 0.3153 Validation Accuracy: 93.015873% Epoch 10, Batch 119041 -Loss: 0.0544 Validation Accuracy: 92.743764% Epoch 10, Batch 119169 -Loss: 0.1998 Validation Accuracy: 92.539683% Epoch 10, Batch 119297 -Loss: 0.1441 Validation Accuracy: 92.970522% Epoch 10, Batch 119425 -Loss: 0.2379 Validation Accuracy: 92.993197% Epoch 10, Batch 119553 -Loss: 0.0540 Validation Accuracy: 93.015873% Epoch 10, Batch 119681 -Loss: 0.0538 Validation Accuracy: 93.038549% Epoch 10, Batch 119809 -Loss: 0.1305 Validation Accuracy: 92.834467% Epoch 10, Batch 119937 -Loss: 0.0584 Validation Accuracy: 93.174603% Epoch 10, Batch 120065 -Loss: 0.0812 Validation Accuracy: 92.857143% Epoch 10, Batch 120193 -Loss: 0.1534 Validation Accuracy: 92.947846% Epoch 10, Batch 120321 -Loss: 0.0922 Validation Accuracy: 92.811791% Epoch 10, Batch 120449 -Loss: 0.1066 Validation Accuracy: 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-Loss: 0.1675 Validation Accuracy: 93.151927% Epoch 10, Batch 122497 -Loss: 0.1505 Validation Accuracy: 93.265306% Epoch 10, Batch 122625 -Loss: 0.0292 Validation Accuracy: 92.925170% Epoch 10, Batch 122753 -Loss: 0.0691 Validation Accuracy: 92.675737% Epoch 10, Batch 122881 -Loss: 0.1893 Validation Accuracy: 93.786848% Epoch 10, Batch 123009 -Loss: 0.1511 Validation Accuracy: 93.151927% Epoch 10, Batch 123137 -Loss: 0.1265 Validation Accuracy: 93.514739% Epoch 10, Batch 123265 -Loss: 0.0792 Validation Accuracy: 93.174603% Epoch 10, Batch 123393 -Loss: 0.0895 Validation Accuracy: 92.675737% Epoch 10, Batch 123521 -Loss: 0.0797 Validation Accuracy: 93.174603% Epoch 10, Batch 123649 -Loss: 0.1289 Validation Accuracy: 93.151927% Epoch 10, Batch 123777 -Loss: 0.1307 Validation Accuracy: 92.630385% Epoch 10, Batch 123905 -Loss: 0.1342 Validation Accuracy: 93.582766% Epoch 10, Batch 124033 -Loss: 0.0952 Validation Accuracy: 93.310658% Epoch 10, Batch 124161 -Loss: 0.1129 Validation Accuracy: 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-Loss: 0.0806 Validation Accuracy: 93.378685% Epoch 10, Batch 129921 -Loss: 0.0243 Validation Accuracy: 92.675737% Epoch 10, Batch 130049 -Loss: 0.1747 Validation Accuracy: 92.925170% Epoch 10, Batch 130177 -Loss: 0.1034 Validation Accuracy: 92.947846% Epoch 10, Batch 130305 -Loss: 0.0764 Validation Accuracy: 93.106576% Epoch 10, Batch 130433 -Loss: 0.1636 Validation Accuracy: 93.265306% Epoch 10, Batch 130561 -Loss: 0.0859 Validation Accuracy: 93.106576% Epoch 10, Batch 130689 -Loss: 0.0407 Validation Accuracy: 92.721088% Epoch 10, Batch 130817 -Loss: 0.0947 Validation Accuracy: 93.197279% Epoch 10, Batch 130945 -Loss: 0.2077 Validation Accuracy: 93.378685% Epoch 10, Batch 131073 -Loss: 0.1496 Validation Accuracy: 92.970522% Epoch 10, Batch 131201 -Loss: 0.0733 Validation Accuracy: 92.630385% Epoch 10, Batch 131329 -Loss: 0.1270 Validation Accuracy: 92.721088% Epoch 10, Batch 131457 -Loss: 0.0969 Validation Accuracy: 93.106576% Epoch 10, Batch 131585 -Loss: 0.0528 Validation Accuracy: 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-Loss: 0.1431 Validation Accuracy: 93.174603% Epoch 10, Batch 137345 -Loss: 0.0932 Validation Accuracy: 93.265306% Epoch 10, Batch 137473 -Loss: 0.1302 Validation Accuracy: 93.378685% Epoch 10, Batch 137601 -Loss: 0.0548 Validation Accuracy: 93.605442% Epoch 10, Batch 137729 -Loss: 0.0844 Validation Accuracy: 93.401361% Epoch 10, Batch 137857 -Loss: 0.0673 Validation Accuracy: 93.287982% Epoch 10, Batch 137985 -Loss: 0.1900 Validation Accuracy: 93.174603% Epoch 10, Batch 138113 -Loss: 0.0549 Validation Accuracy: 92.947846% Epoch 10, Batch 138241 -Loss: 0.0477 Validation Accuracy: 93.083900% Epoch 10, Batch 138369 -Loss: 0.2013 Validation Accuracy: 92.902494% Epoch 10, Batch 138497 -Loss: 0.0617 Validation Accuracy: 93.015873% Epoch 10, Batch 138625 -Loss: 0.0782 Validation Accuracy: 92.857143% Epoch 10, Batch 138753 -Loss: 0.1042 Validation Accuracy: 92.743764% Epoch 10, Batch 138881 -Loss: 0.2561 Validation Accuracy: 93.174603% Epoch 10, Batch 139009 -Loss: 0.0802 Validation Accuracy: 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-Loss: 0.0501 Validation Accuracy: 92.653061% Epoch 10, Batch 141057 -Loss: 0.0786 Validation Accuracy: 92.562358% Epoch 10, Batch 141185 -Loss: 0.1217 Validation Accuracy: 92.993197% Epoch 10, Batch 141313 -Loss: 0.1941 Validation Accuracy: 93.129252% Epoch 10, Batch 141441 -Loss: 0.1095 Validation Accuracy: 93.310658% Epoch 10, Batch 141569 -Loss: 0.0563 Validation Accuracy: 93.083900% Epoch 10, Batch 141697 -Loss: 0.1289 Validation Accuracy: 93.174603% Epoch 10, Batch 141825 -Loss: 0.1804 Validation Accuracy: 93.151927% Epoch 10, Batch 141953 -Loss: 0.1259 Validation Accuracy: 93.129252% Epoch 10, Batch 142081 -Loss: 0.2002 Validation Accuracy: 92.857143% Epoch 10, Batch 142209 -Loss: 0.1781 Validation Accuracy: 93.038549% Epoch 10, Batch 142337 -Loss: 0.1267 Validation Accuracy: 92.630385% Epoch 10, Batch 142465 -Loss: 0.1982 Validation Accuracy: 93.083900% Epoch 10, Batch 142593 -Loss: 0.2654 Validation Accuracy: 93.242630% Epoch 10, Batch 142721 -Loss: 0.2343 Validation Accuracy: 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-Loss: 0.0564 Validation Accuracy: 93.650794% Epoch 10, Batch 144769 -Loss: 0.1236 Validation Accuracy: 93.356009% Epoch 10, Batch 144897 -Loss: 0.1494 Validation Accuracy: 93.492064% Epoch 10, Batch 145025 -Loss: 0.1056 Validation Accuracy: 93.174603% Epoch 10, Batch 145153 -Loss: 0.1516 Validation Accuracy: 93.151927% Epoch 10, Batch 145281 -Loss: 0.0806 Validation Accuracy: 93.356009% Epoch 10, Batch 145409 -Loss: 0.0479 Validation Accuracy: 92.947846% Epoch 10, Batch 145537 -Loss: 0.1031 Validation Accuracy: 93.242630% Epoch 10, Batch 145665 -Loss: 0.1815 Validation Accuracy: 93.287982% Epoch 10, Batch 145793 -Loss: 0.1320 Validation Accuracy: 92.947846% Epoch 10, Batch 145921 -Loss: 0.0622 Validation Accuracy: 93.038549% Epoch 10, Batch 146049 -Loss: 0.1318 Validation Accuracy: 92.970522% Epoch 10, Batch 146177 -Loss: 0.1621 Validation Accuracy: 93.424036% Epoch 10, Batch 146305 -Loss: 0.0569 Validation Accuracy: 92.947846% Epoch 10, Batch 146433 -Loss: 0.2365 Validation Accuracy: 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-Loss: 0.1009 Validation Accuracy: 92.653061% Epoch 10, Batch 148481 -Loss: 0.0581 Validation Accuracy: 92.562358% Epoch 10, Batch 148609 -Loss: 0.0506 Validation Accuracy: 92.857143% Epoch 10, Batch 148737 -Loss: 0.0349 Validation Accuracy: 92.517007% Epoch 10, Batch 148865 -Loss: 0.0489 Validation Accuracy: 92.947846% Epoch 10, Batch 148993 -Loss: 0.1176 Validation Accuracy: 92.834467% Epoch 10, Batch 149121 -Loss: 0.0500 Validation Accuracy: 92.585034% Epoch 10, Batch 149249 -Loss: 0.2118 Validation Accuracy: 92.834467% Epoch 10, Batch 149377 -Loss: 0.1939 Validation Accuracy: 93.038549% Epoch 10, Batch 149505 -Loss: 0.1239 Validation Accuracy: 92.517007% Epoch 10, Batch 149633 -Loss: 0.1848 Validation Accuracy: 92.834467% Epoch 10, Batch 149761 -Loss: 0.1569 Validation Accuracy: 92.743764% Epoch 10, Batch 149889 -Loss: 0.0653 Validation Accuracy: 92.947846% Epoch 10, Batch 150017 -Loss: 0.0321 Validation Accuracy: 92.199546% Epoch 10, Batch 150145 -Loss: 0.0894 Validation Accuracy: 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-Loss: 0.2811 Validation Accuracy: 93.673469% Epoch 10, Batch 152193 -Loss: 0.1776 Validation Accuracy: 93.151927% Epoch 10, Batch 152321 -Loss: 0.1492 Validation Accuracy: 92.925170% Epoch 10, Batch 152449 -Loss: 0.1651 Validation Accuracy: 93.129252% Epoch 10, Batch 152577 -Loss: 0.0798 Validation Accuracy: 93.310658% Epoch 10, Batch 152705 -Loss: 0.1545 Validation Accuracy: 92.879819% Epoch 10, Batch 152833 -Loss: 0.1199 Validation Accuracy: 92.789116% Epoch 10, Batch 152961 -Loss: 0.2135 Validation Accuracy: 93.718821% Epoch 10, Batch 153089 -Loss: 0.1421 Validation Accuracy: 93.265306% Epoch 10, Batch 153217 -Loss: 0.1126 Validation Accuracy: 93.083900% Epoch 10, Batch 153345 -Loss: 0.1174 Validation Accuracy: 93.083900% Epoch 10, Batch 153473 -Loss: 0.0465 Validation Accuracy: 93.287982% Epoch 10, Batch 153601 -Loss: 0.0946 Validation Accuracy: 93.061225% Epoch 10, Batch 153729 -Loss: 0.1488 Validation Accuracy: 92.562358% Epoch 10, Batch 153857 -Loss: 0.0773 Validation Accuracy: 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-Loss: 0.1123 Validation Accuracy: 93.287982% Epoch 10, Batch 155905 -Loss: 0.0928 Validation Accuracy: 93.219955% Epoch 10, Batch 156033 -Loss: 0.1673 Validation Accuracy: 93.038549% Epoch 10, Batch 156161 -Loss: 0.1021 Validation Accuracy: 93.015873% Epoch 10, Batch 156289 -Loss: 0.1443 Validation Accuracy: 93.038549% Epoch 10, Batch 156417 -Loss: 0.0610 Validation Accuracy: 92.857143% Epoch 10, Batch 156545 -Loss: 0.1027 Validation Accuracy: 92.902494% Epoch 10, Batch 156673 -Loss: 0.0663 Validation Accuracy: 93.287982% Epoch 10, Batch 156801 -Loss: 0.1208 Validation Accuracy: 92.902494% Epoch 10, Batch 156929 -Loss: 0.0904 Validation Accuracy: 92.993197% Epoch 10, Batch 157057 -Loss: 0.1010 Validation Accuracy: 92.947846% Epoch 10, Batch 157185 -Loss: 0.0999 Validation Accuracy: 92.630386% Epoch 10, Batch 157313 -Loss: 0.1028 Validation Accuracy: 92.947846% Epoch 10, Batch 157441 -Loss: 0.0979 Validation Accuracy: 92.607710% Epoch 10, Batch 157569 -Loss: 0.1748 Validation Accuracy: 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-Loss: 0.0661 Validation Accuracy: 93.015873% Epoch 10, Batch 159617 -Loss: 0.2063 Validation Accuracy: 93.378685% Epoch 10, Batch 159745 -Loss: 0.0922 Validation Accuracy: 92.970522% Epoch 10, Batch 159873 -Loss: 0.1495 Validation Accuracy: 93.174603% Epoch 10, Batch 160001 -Loss: 0.1084 Validation Accuracy: 93.265306% Epoch 10, Batch 160129 -Loss: 0.1367 Validation Accuracy: 93.219955% Epoch 10, Batch 160257 -Loss: 0.1104 Validation Accuracy: 93.514739% Epoch 10, Batch 160385 -Loss: 0.1871 Validation Accuracy: 93.378685% Epoch 10, Batch 160513 -Loss: 0.0800 Validation Accuracy: 93.333333% Epoch 10, Batch 160641 -Loss: 0.0545 Validation Accuracy: 93.197279% Epoch 10, Batch 160769 -Loss: 0.0997 Validation Accuracy: 93.356009% Epoch 10, Batch 160897 -Loss: 0.0750 Validation Accuracy: 93.174603% Epoch 10, Batch 161025 -Loss: 0.0689 Validation Accuracy: 93.310658% Epoch 10, Batch 161153 -Loss: 0.1062 Validation Accuracy: 93.424036% Epoch 10, Batch 161281 -Loss: 0.0785 Validation Accuracy: 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-Loss: 0.2245 Validation Accuracy: 93.061224% Epoch 10, Batch 193025 -Loss: 0.1611 Validation Accuracy: 93.151927% Epoch 10, Batch 193153 -Loss: 0.1110 Validation Accuracy: 92.743764% Epoch 10, Batch 193281 -Loss: 0.0545 Validation Accuracy: 93.401361% Epoch 10, Batch 193409 -Loss: 0.1878 Validation Accuracy: 93.605442% Epoch 10, Batch 193537 -Loss: 0.1337 Validation Accuracy: 93.219955% Epoch 10, Batch 193665 -Loss: 0.0984 Validation Accuracy: 93.287982% Epoch 10, Batch 193793 -Loss: 0.0788 Validation Accuracy: 93.469388% Epoch 10, Batch 193921 -Loss: 0.1311 Validation Accuracy: 93.854875% Epoch 10, Batch 194049 -Loss: 0.1007 Validation Accuracy: 93.582766% Epoch 10, Batch 194177 -Loss: 0.1298 Validation Accuracy: 93.061224% Epoch 10, Batch 194305 -Loss: 0.0478 Validation Accuracy: 93.038549% Epoch 10, Batch 194433 -Loss: 0.1026 Validation Accuracy: 93.446712% Epoch 10, Batch 194561 -Loss: 0.1491 Validation Accuracy: 93.106576% Epoch 10, Batch 194689 -Loss: 0.0515 Validation Accuracy: 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-Loss: 0.1213 Validation Accuracy: 93.083900% Epoch 10, Batch 196737 -Loss: 0.0957 Validation Accuracy: 92.789116% Epoch 10, Batch 196865 -Loss: 0.0542 Validation Accuracy: 92.471655% Epoch 10, Batch 196993 -Loss: 0.0727 Validation Accuracy: 92.562358% Epoch 10, Batch 197121 -Loss: 0.1545 Validation Accuracy: 92.789116% Epoch 10, Batch 197249 -Loss: 0.0553 Validation Accuracy: 92.312925% Epoch 10, Batch 197377 -Loss: 0.0631 Validation Accuracy: 92.539683% Epoch 10, Batch 197505 -Loss: 0.1000 Validation Accuracy: 92.879819% Epoch 10, Batch 197633 -Loss: 0.0775 Validation Accuracy: 93.129252% Epoch 10, Batch 197761 -Loss: 0.1552 Validation Accuracy: 93.129252% Epoch 10, Batch 197889 -Loss: 0.1308 Validation Accuracy: 93.265306% Epoch 10, Batch 198017 -Loss: 0.1878 Validation Accuracy: 93.356009% Epoch 10, Batch 198145 -Loss: 0.0354 Validation Accuracy: 93.038549% Epoch 10, Batch 198273 -Loss: 0.0997 Validation Accuracy: 93.537415% Epoch 10, Batch 198401 -Loss: 0.1621 Validation Accuracy: 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Validation Accuracy: 93.151927% Epoch 11, Batch 16001 -Loss: 0.1319 Validation Accuracy: 92.403628% Epoch 11, Batch 16129 -Loss: 0.0616 Validation Accuracy: 92.902494% Epoch 11, Batch 16257 -Loss: 0.1360 Validation Accuracy: 92.630386% Epoch 11, Batch 16385 -Loss: 0.1165 Validation Accuracy: 93.106576% Epoch 11, Batch 16513 -Loss: 0.1411 Validation Accuracy: 92.743764% Epoch 11, Batch 16641 -Loss: 0.1277 Validation Accuracy: 92.562358% Epoch 11, Batch 16769 -Loss: 0.0721 Validation Accuracy: 92.403628% Epoch 11, Batch 16897 -Loss: 0.0790 Validation Accuracy: 92.290249% Epoch 11, Batch 17025 -Loss: 0.0814 Validation Accuracy: 92.879819% Epoch 11, Batch 17153 -Loss: 0.0983 Validation Accuracy: 92.879819% Epoch 11, Batch 17281 -Loss: 0.0596 Validation Accuracy: 92.947846% Epoch 11, Batch 17409 -Loss: 0.0549 Validation Accuracy: 92.653061% Epoch 11, Batch 17537 -Loss: 0.0916 Validation Accuracy: 92.857143% Epoch 11, Batch 17665 -Loss: 0.0798 Validation Accuracy: 92.811791% Epoch 11, Batch 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Validation Accuracy: 92.879819% Epoch 11, Batch 21633 -Loss: 0.0692 Validation Accuracy: 92.857143% Epoch 11, Batch 21761 -Loss: 0.1035 Validation Accuracy: 92.403628% Epoch 11, Batch 21889 -Loss: 0.0571 Validation Accuracy: 92.970522% Epoch 11, Batch 22017 -Loss: 0.0674 Validation Accuracy: 92.494331% Epoch 11, Batch 22145 -Loss: 0.1356 Validation Accuracy: 92.698413% Epoch 11, Batch 22273 -Loss: 0.0513 Validation Accuracy: 92.811791% Epoch 11, Batch 22401 -Loss: 0.1009 Validation Accuracy: 92.494331% Epoch 11, Batch 22529 -Loss: 0.1406 Validation Accuracy: 92.380952% Epoch 11, Batch 22657 -Loss: 0.0550 Validation Accuracy: 92.448980% Epoch 11, Batch 22785 -Loss: 0.2420 Validation Accuracy: 92.267574% Epoch 11, Batch 22913 -Loss: 0.1305 Validation Accuracy: 92.290249% Epoch 11, Batch 23041 -Loss: 0.1247 Validation Accuracy: 92.630385% Epoch 11, Batch 23169 -Loss: 0.0684 Validation Accuracy: 92.925170% Epoch 11, Batch 23297 -Loss: 0.0754 Validation Accuracy: 92.925170% Epoch 11, Batch 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Validation Accuracy: 92.947846% Epoch 11, Batch 27265 -Loss: 0.1413 Validation Accuracy: 93.015873% Epoch 11, Batch 27393 -Loss: 0.1164 Validation Accuracy: 93.106576% Epoch 11, Batch 27521 -Loss: 0.1004 Validation Accuracy: 93.061224% Epoch 11, Batch 27649 -Loss: 0.1555 Validation Accuracy: 92.743764% Epoch 11, Batch 27777 -Loss: 0.1692 Validation Accuracy: 92.562358% Epoch 11, Batch 27905 -Loss: 0.1240 Validation Accuracy: 92.585034% Epoch 11, Batch 28033 -Loss: 0.0695 Validation Accuracy: 93.242630% Epoch 11, Batch 28161 -Loss: 0.1367 Validation Accuracy: 93.083900% Epoch 11, Batch 28289 -Loss: 0.0605 Validation Accuracy: 93.038549% Epoch 11, Batch 28417 -Loss: 0.1589 Validation Accuracy: 93.038549% Epoch 11, Batch 28545 -Loss: 0.1479 Validation Accuracy: 92.834467% Epoch 11, Batch 28673 -Loss: 0.1420 Validation Accuracy: 92.811791% Epoch 11, Batch 28801 -Loss: 0.0861 Validation Accuracy: 92.653061% Epoch 11, Batch 28929 -Loss: 0.0655 Validation Accuracy: 93.038549% Epoch 11, Batch 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Validation Accuracy: 93.197279% Epoch 11, Batch 49793 -Loss: 0.0988 Validation Accuracy: 93.106576% Epoch 11, Batch 49921 -Loss: 0.1070 Validation Accuracy: 93.015873% Epoch 11, Batch 50049 -Loss: 0.1254 Validation Accuracy: 92.607710% Epoch 11, Batch 50177 -Loss: 0.1055 Validation Accuracy: 92.902494% Epoch 11, Batch 50305 -Loss: 0.1417 Validation Accuracy: 93.015873% Epoch 11, Batch 50433 -Loss: 0.0806 Validation Accuracy: 93.038549% Epoch 11, Batch 50561 -Loss: 0.1436 Validation Accuracy: 93.310658% Epoch 11, Batch 50689 -Loss: 0.1074 Validation Accuracy: 93.333333% Epoch 11, Batch 50817 -Loss: 0.0764 Validation Accuracy: 93.401361% Epoch 11, Batch 50945 -Loss: 0.1326 Validation Accuracy: 93.333333% Epoch 11, Batch 51073 -Loss: 0.0680 Validation Accuracy: 93.446712% Epoch 11, Batch 51201 -Loss: 0.1798 Validation Accuracy: 93.083900% Epoch 11, Batch 51329 -Loss: 0.0685 Validation Accuracy: 93.605442% Epoch 11, Batch 51457 -Loss: 0.0575 Validation Accuracy: 93.673469% Epoch 11, Batch 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Validation Accuracy: 91.904762% Epoch 11, Batch 55425 -Loss: 0.0627 Validation Accuracy: 92.131519% Epoch 11, Batch 55553 -Loss: 0.0606 Validation Accuracy: 92.721088% Epoch 11, Batch 55681 -Loss: 0.1094 Validation Accuracy: 92.653061% Epoch 11, Batch 55809 -Loss: 0.1558 Validation Accuracy: 92.585034% Epoch 11, Batch 55937 -Loss: 0.0652 Validation Accuracy: 92.675737% Epoch 11, Batch 56065 -Loss: 0.1539 Validation Accuracy: 92.743764% Epoch 11, Batch 56193 -Loss: 0.1167 Validation Accuracy: 92.607710% Epoch 11, Batch 56321 -Loss: 0.1675 Validation Accuracy: 92.834467% Epoch 11, Batch 56449 -Loss: 0.0918 Validation Accuracy: 92.993197% Epoch 11, Batch 56577 -Loss: 0.1408 Validation Accuracy: 93.242630% Epoch 11, Batch 56705 -Loss: 0.0924 Validation Accuracy: 93.469388% Epoch 11, Batch 56833 -Loss: 0.2010 Validation Accuracy: 93.310658% Epoch 11, Batch 56961 -Loss: 0.1788 Validation Accuracy: 93.378685% Epoch 11, Batch 57089 -Loss: 0.0423 Validation Accuracy: 93.219955% Epoch 11, Batch 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Validation Accuracy: 92.380952% Epoch 11, Batch 61057 -Loss: 0.1002 Validation Accuracy: 92.947846% Epoch 11, Batch 61185 -Loss: 0.1153 Validation Accuracy: 92.993197% Epoch 11, Batch 61313 -Loss: 0.1935 Validation Accuracy: 92.789116% Epoch 11, Batch 61441 -Loss: 0.1445 Validation Accuracy: 92.539683% Epoch 11, Batch 61569 -Loss: 0.1602 Validation Accuracy: 92.358277% Epoch 11, Batch 61697 -Loss: 0.0908 Validation Accuracy: 92.108844% Epoch 11, Batch 61825 -Loss: 0.0956 Validation Accuracy: 92.494331% Epoch 11, Batch 61953 -Loss: 0.1291 Validation Accuracy: 92.471655% Epoch 11, Batch 62081 -Loss: 0.1053 Validation Accuracy: 92.857143% Epoch 11, Batch 62209 -Loss: 0.0831 Validation Accuracy: 92.494331% Epoch 11, Batch 62337 -Loss: 0.0517 Validation Accuracy: 92.607710% Epoch 11, Batch 62465 -Loss: 0.0572 Validation Accuracy: 92.448980% Epoch 11, Batch 62593 -Loss: 0.1095 Validation Accuracy: 92.585034% Epoch 11, Batch 62721 -Loss: 0.1078 Validation Accuracy: 92.358277% Epoch 11, Batch 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Validation Accuracy: 92.380952% Epoch 11, Batch 66689 -Loss: 0.0972 Validation Accuracy: 92.312925% Epoch 11, Batch 66817 -Loss: 0.1048 Validation Accuracy: 92.630385% Epoch 11, Batch 66945 -Loss: 0.1841 Validation Accuracy: 92.267574% Epoch 11, Batch 67073 -Loss: 0.1103 Validation Accuracy: 92.176871% Epoch 11, Batch 67201 -Loss: 0.0646 Validation Accuracy: 92.154195% Epoch 11, Batch 67329 -Loss: 0.0983 Validation Accuracy: 92.018141% Epoch 11, Batch 67457 -Loss: 0.2632 Validation Accuracy: 92.426304% Epoch 11, Batch 67585 -Loss: 0.0946 Validation Accuracy: 92.312925% Epoch 11, Batch 67713 -Loss: 0.0625 Validation Accuracy: 92.380952% Epoch 11, Batch 67841 -Loss: 0.0780 Validation Accuracy: 92.743764% Epoch 11, Batch 67969 -Loss: 0.1324 Validation Accuracy: 92.539683% Epoch 11, Batch 68097 -Loss: 0.1707 Validation Accuracy: 92.721088% Epoch 11, Batch 68225 -Loss: 0.0328 Validation Accuracy: 93.356009% Epoch 11, Batch 68353 -Loss: 0.0864 Validation Accuracy: 93.061224% Epoch 11, Batch 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Validation Accuracy: 92.947846% Epoch 11, Batch 72321 -Loss: 0.0505 Validation Accuracy: 93.786848% Epoch 11, Batch 72449 -Loss: 0.1653 Validation Accuracy: 92.879819% Epoch 11, Batch 72577 -Loss: 0.0897 Validation Accuracy: 93.310658% Epoch 11, Batch 72705 -Loss: 0.0528 Validation Accuracy: 93.333333% Epoch 11, Batch 72833 -Loss: 0.0822 Validation Accuracy: 92.993197% Epoch 11, Batch 72961 -Loss: 0.1053 Validation Accuracy: 93.469388% Epoch 11, Batch 73089 -Loss: 0.0758 Validation Accuracy: 93.265306% Epoch 11, Batch 73217 -Loss: 0.0548 Validation Accuracy: 93.310658% Epoch 11, Batch 73345 -Loss: 0.0535 Validation Accuracy: 93.492064% Epoch 11, Batch 73473 -Loss: 0.1091 Validation Accuracy: 92.811791% Epoch 11, Batch 73601 -Loss: 0.0573 Validation Accuracy: 93.061225% Epoch 11, Batch 73729 -Loss: 0.0431 Validation Accuracy: 93.197279% Epoch 11, Batch 73857 -Loss: 0.0594 Validation Accuracy: 93.174603% Epoch 11, Batch 73985 -Loss: 0.0995 Validation Accuracy: 93.356009% Epoch 11, Batch 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Validation Accuracy: 93.492064% Epoch 11, Batch 77953 -Loss: 0.0851 Validation Accuracy: 92.857143% Epoch 11, Batch 78081 -Loss: 0.0582 Validation Accuracy: 93.197279% Epoch 11, Batch 78209 -Loss: 0.1092 Validation Accuracy: 93.151927% Epoch 11, Batch 78337 -Loss: 0.1370 Validation Accuracy: 92.902494% Epoch 11, Batch 78465 -Loss: 0.0781 Validation Accuracy: 93.219955% Epoch 11, Batch 78593 -Loss: 0.0631 Validation Accuracy: 93.219955% Epoch 11, Batch 78721 -Loss: 0.0912 Validation Accuracy: 93.219955% Epoch 11, Batch 78849 -Loss: 0.0425 Validation Accuracy: 93.242630% Epoch 11, Batch 78977 -Loss: 0.1460 Validation Accuracy: 93.333333% Epoch 11, Batch 79105 -Loss: 0.0497 Validation Accuracy: 93.582766% Epoch 11, Batch 79233 -Loss: 0.0916 Validation Accuracy: 92.902494% Epoch 11, Batch 79361 -Loss: 0.0707 Validation Accuracy: 93.401361% Epoch 11, Batch 79489 -Loss: 0.0686 Validation Accuracy: 92.879819% Epoch 11, Batch 79617 -Loss: 0.0834 Validation Accuracy: 93.061224% Epoch 11, Batch 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Validation Accuracy: 93.151927% Epoch 11, Batch 83585 -Loss: 0.1141 Validation Accuracy: 93.151927% Epoch 11, Batch 83713 -Loss: 0.0956 Validation Accuracy: 93.242630% Epoch 11, Batch 83841 -Loss: 0.0551 Validation Accuracy: 93.356009% Epoch 11, Batch 83969 -Loss: 0.0669 Validation Accuracy: 92.925170% Epoch 11, Batch 84097 -Loss: 0.0842 Validation Accuracy: 92.947846% Epoch 11, Batch 84225 -Loss: 0.0777 Validation Accuracy: 93.219955% Epoch 11, Batch 84353 -Loss: 0.0906 Validation Accuracy: 92.721088% Epoch 11, Batch 84481 -Loss: 0.0550 Validation Accuracy: 92.335601% Epoch 11, Batch 84609 -Loss: 0.1012 Validation Accuracy: 93.061225% Epoch 11, Batch 84737 -Loss: 0.0959 Validation Accuracy: 93.061225% Epoch 11, Batch 84865 -Loss: 0.2542 Validation Accuracy: 92.879819% Epoch 11, Batch 84993 -Loss: 0.0532 Validation Accuracy: 93.061224% Epoch 11, Batch 85121 -Loss: 0.0777 Validation Accuracy: 92.811791% Epoch 11, Batch 85249 -Loss: 0.1601 Validation Accuracy: 92.970522% Epoch 11, Batch 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Validation Accuracy: 93.446712% Epoch 11, Batch 89217 -Loss: 0.2135 Validation Accuracy: 92.879819% Epoch 11, Batch 89345 -Loss: 0.0903 Validation Accuracy: 93.106576% Epoch 11, Batch 89473 -Loss: 0.1068 Validation Accuracy: 92.766440% Epoch 11, Batch 89601 -Loss: 0.0966 Validation Accuracy: 92.743764% Epoch 11, Batch 89729 -Loss: 0.1765 Validation Accuracy: 93.242630% Epoch 11, Batch 89857 -Loss: 0.0354 Validation Accuracy: 93.106576% Epoch 11, Batch 89985 -Loss: 0.1612 Validation Accuracy: 93.038549% Epoch 11, Batch 90113 -Loss: 0.1855 Validation Accuracy: 93.287982% Epoch 11, Batch 90241 -Loss: 0.0675 Validation Accuracy: 92.653061% Epoch 11, Batch 90369 -Loss: 0.1573 Validation Accuracy: 93.356009% Epoch 11, Batch 90497 -Loss: 0.0968 Validation Accuracy: 92.879819% Epoch 11, Batch 90625 -Loss: 0.0653 Validation Accuracy: 93.061225% Epoch 11, Batch 90753 -Loss: 0.0873 Validation Accuracy: 92.811791% Epoch 11, Batch 90881 -Loss: 0.0439 Validation Accuracy: 92.902494% Epoch 11, Batch 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Validation Accuracy: 93.219955% Epoch 11, Batch 94849 -Loss: 0.0584 Validation Accuracy: 92.902494% Epoch 11, Batch 94977 -Loss: 0.1213 Validation Accuracy: 93.514739% Epoch 11, Batch 95105 -Loss: 0.1362 Validation Accuracy: 93.287982% Epoch 11, Batch 95233 -Loss: 0.1386 Validation Accuracy: 92.834467% Epoch 11, Batch 95361 -Loss: 0.2342 Validation Accuracy: 92.675737% Epoch 11, Batch 95489 -Loss: 0.1160 Validation Accuracy: 92.970522% Epoch 11, Batch 95617 -Loss: 0.0406 Validation Accuracy: 92.494331% Epoch 11, Batch 95745 -Loss: 0.0585 Validation Accuracy: 92.539683% Epoch 11, Batch 95873 -Loss: 0.1060 Validation Accuracy: 92.199546% Epoch 11, Batch 96001 -Loss: 0.0719 Validation Accuracy: 92.403628% Epoch 11, Batch 96129 -Loss: 0.2445 Validation Accuracy: 92.358277% Epoch 11, Batch 96257 -Loss: 0.1894 Validation Accuracy: 92.879819% Epoch 11, Batch 96385 -Loss: 0.0722 Validation Accuracy: 92.154195% Epoch 11, Batch 96513 -Loss: 0.0765 Validation Accuracy: 92.471655% Epoch 11, Batch 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-Loss: 0.2072 Validation Accuracy: 93.469388% Epoch 11, Batch 104193 -Loss: 0.0788 Validation Accuracy: 93.832200% Epoch 11, Batch 104321 -Loss: 0.0971 Validation Accuracy: 93.106576% Epoch 11, Batch 104449 -Loss: 0.0648 Validation Accuracy: 93.061224% Epoch 11, Batch 104577 -Loss: 0.0705 Validation Accuracy: 92.925170% Epoch 11, Batch 104705 -Loss: 0.1286 Validation Accuracy: 93.242630% Epoch 11, Batch 104833 -Loss: 0.0714 Validation Accuracy: 92.993197% Epoch 11, Batch 104961 -Loss: 0.1510 Validation Accuracy: 93.537415% Epoch 11, Batch 105089 -Loss: 0.1092 Validation Accuracy: 92.925170% Epoch 11, Batch 105217 -Loss: 0.1905 Validation Accuracy: 93.968254% Epoch 11, Batch 105345 -Loss: 0.0962 Validation Accuracy: 93.696145% Epoch 11, Batch 105473 -Loss: 0.2709 Validation Accuracy: 92.857143% Epoch 11, Batch 105601 -Loss: 0.1236 Validation Accuracy: 93.242630% Epoch 11, Batch 105729 -Loss: 0.1182 Validation Accuracy: 93.333333% Epoch 11, Batch 105857 -Loss: 0.1049 Validation Accuracy: 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-Loss: 0.1126 Validation Accuracy: 92.811791% Epoch 11, Batch 107905 -Loss: 0.0752 Validation Accuracy: 92.857143% Epoch 11, Batch 108033 -Loss: 0.1533 Validation Accuracy: 92.222222% Epoch 11, Batch 108161 -Loss: 0.0810 Validation Accuracy: 92.721088% Epoch 11, Batch 108289 -Loss: 0.0824 Validation Accuracy: 92.653061% Epoch 11, Batch 108417 -Loss: 0.1458 Validation Accuracy: 92.789116% Epoch 11, Batch 108545 -Loss: 0.1247 Validation Accuracy: 92.539683% Epoch 11, Batch 108673 -Loss: 0.1333 Validation Accuracy: 93.083900% Epoch 11, Batch 108801 -Loss: 0.1074 Validation Accuracy: 92.698413% Epoch 11, Batch 108929 -Loss: 0.0671 Validation Accuracy: 93.106576% Epoch 11, Batch 109057 -Loss: 0.0764 Validation Accuracy: 93.174603% Epoch 11, Batch 109185 -Loss: 0.1091 Validation Accuracy: 92.653061% Epoch 11, Batch 109313 -Loss: 0.1022 Validation Accuracy: 93.129252% Epoch 11, Batch 109441 -Loss: 0.1625 Validation Accuracy: 93.650794% Epoch 11, Batch 109569 -Loss: 0.1116 Validation Accuracy: 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-Loss: 0.1382 Validation Accuracy: 93.469388% Epoch 11, Batch 111617 -Loss: 0.1149 Validation Accuracy: 93.673469% Epoch 11, Batch 111745 -Loss: 0.0780 Validation Accuracy: 93.537415% Epoch 11, Batch 111873 -Loss: 0.0453 Validation Accuracy: 93.287982% Epoch 11, Batch 112001 -Loss: 0.1259 Validation Accuracy: 92.993197% Epoch 11, Batch 112129 -Loss: 0.2015 Validation Accuracy: 93.333333% Epoch 11, Batch 112257 -Loss: 0.1318 Validation Accuracy: 93.378685% Epoch 11, Batch 112385 -Loss: 0.0746 Validation Accuracy: 93.265306% Epoch 11, Batch 112513 -Loss: 0.1692 Validation Accuracy: 92.947846% Epoch 11, Batch 112641 -Loss: 0.0280 Validation Accuracy: 93.356009% Epoch 11, Batch 112769 -Loss: 0.0993 Validation Accuracy: 92.698413% Epoch 11, Batch 112897 -Loss: 0.1386 Validation Accuracy: 93.219955% Epoch 11, Batch 113025 -Loss: 0.1155 Validation Accuracy: 93.219955% Epoch 11, Batch 113153 -Loss: 0.1223 Validation Accuracy: 92.857143% Epoch 11, Batch 113281 -Loss: 0.1076 Validation Accuracy: 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-Loss: 0.0587 Validation Accuracy: 93.605442% Epoch 11, Batch 122753 -Loss: 0.0822 Validation Accuracy: 93.560091% Epoch 11, Batch 122881 -Loss: 0.1157 Validation Accuracy: 93.424036% Epoch 11, Batch 123009 -Loss: 0.1493 Validation Accuracy: 93.446712% Epoch 11, Batch 123137 -Loss: 0.0982 Validation Accuracy: 93.333333% Epoch 11, Batch 123265 -Loss: 0.0793 Validation Accuracy: 93.537415% Epoch 11, Batch 123393 -Loss: 0.0962 Validation Accuracy: 93.106576% Epoch 11, Batch 123521 -Loss: 0.1103 Validation Accuracy: 93.015873% Epoch 11, Batch 123649 -Loss: 0.1603 Validation Accuracy: 93.469388% Epoch 11, Batch 123777 -Loss: 0.1107 Validation Accuracy: 93.287982% Epoch 11, Batch 123905 -Loss: 0.1175 Validation Accuracy: 93.605442% Epoch 11, Batch 124033 -Loss: 0.0871 Validation Accuracy: 93.333333% Epoch 11, Batch 124161 -Loss: 0.0941 Validation Accuracy: 93.378685% Epoch 11, Batch 124289 -Loss: 0.2106 Validation Accuracy: 93.129252% Epoch 11, Batch 124417 -Loss: 0.1578 Validation Accuracy: 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-Loss: 0.0653 Validation Accuracy: 93.401361% Epoch 11, Batch 130177 -Loss: 0.0767 Validation Accuracy: 93.083900% Epoch 11, Batch 130305 -Loss: 0.1086 Validation Accuracy: 92.607710% Epoch 11, Batch 130433 -Loss: 0.2438 Validation Accuracy: 93.129252% Epoch 11, Batch 130561 -Loss: 0.1438 Validation Accuracy: 92.993197% Epoch 11, Batch 130689 -Loss: 0.1156 Validation Accuracy: 92.743764% Epoch 11, Batch 130817 -Loss: 0.0828 Validation Accuracy: 93.061224% Epoch 11, Batch 130945 -Loss: 0.1593 Validation Accuracy: 93.424036% Epoch 11, Batch 131073 -Loss: 0.0360 Validation Accuracy: 93.219955% Epoch 11, Batch 131201 -Loss: 0.0995 Validation Accuracy: 93.650794% Epoch 11, Batch 131329 -Loss: 0.0372 Validation Accuracy: 93.628118% Epoch 11, Batch 131457 -Loss: 0.2083 Validation Accuracy: 93.424036% Epoch 11, Batch 131585 -Loss: 0.0537 Validation Accuracy: 93.287982% Epoch 11, Batch 131713 -Loss: 0.1260 Validation Accuracy: 93.106576% Epoch 11, Batch 131841 -Loss: 0.0675 Validation Accuracy: 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-Loss: 0.1292 Validation Accuracy: 93.492064% Epoch 11, Batch 133889 -Loss: 0.1270 Validation Accuracy: 93.990930% Epoch 11, Batch 134017 -Loss: 0.1200 Validation Accuracy: 93.718821% Epoch 11, Batch 134145 -Loss: 0.1413 Validation Accuracy: 93.786848% Epoch 11, Batch 134273 -Loss: 0.0929 Validation Accuracy: 93.151927% Epoch 11, Batch 134401 -Loss: 0.1502 Validation Accuracy: 93.696145% Epoch 11, Batch 134529 -Loss: 0.0744 Validation Accuracy: 93.650794% Epoch 11, Batch 134657 -Loss: 0.0766 Validation Accuracy: 93.492063% Epoch 11, Batch 134785 -Loss: 0.1262 Validation Accuracy: 93.605442% Epoch 11, Batch 134913 -Loss: 0.1047 Validation Accuracy: 93.922903% Epoch 11, Batch 135041 -Loss: 0.0320 Validation Accuracy: 93.673469% Epoch 11, Batch 135169 -Loss: 0.2335 Validation Accuracy: 93.378685% Epoch 11, Batch 135297 -Loss: 0.0891 Validation Accuracy: 93.333333% Epoch 11, Batch 135425 -Loss: 0.1155 Validation Accuracy: 93.424036% Epoch 11, Batch 135553 -Loss: 0.1759 Validation Accuracy: 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-Loss: 0.1075 Validation Accuracy: 93.514739% Epoch 11, Batch 141313 -Loss: 0.0677 Validation Accuracy: 92.857143% Epoch 11, Batch 141441 -Loss: 0.0834 Validation Accuracy: 93.174603% Epoch 11, Batch 141569 -Loss: 0.1467 Validation Accuracy: 92.902494% Epoch 11, Batch 141697 -Loss: 0.0750 Validation Accuracy: 93.061224% Epoch 11, Batch 141825 -Loss: 0.0191 Validation Accuracy: 93.038549% Epoch 11, Batch 141953 -Loss: 0.1071 Validation Accuracy: 93.219955% Epoch 11, Batch 142081 -Loss: 0.0592 Validation Accuracy: 93.015873% Epoch 11, Batch 142209 -Loss: 0.1236 Validation Accuracy: 92.857143% Epoch 11, Batch 142337 -Loss: 0.0872 Validation Accuracy: 92.902494% Epoch 11, Batch 142465 -Loss: 0.0961 Validation Accuracy: 92.902494% Epoch 11, Batch 142593 -Loss: 0.1144 Validation Accuracy: 93.219955% Epoch 11, Batch 142721 -Loss: 0.0386 Validation Accuracy: 93.061225% Epoch 11, Batch 142849 -Loss: 0.0747 Validation Accuracy: 92.698413% Epoch 11, Batch 142977 -Loss: 0.0774 Validation Accuracy: 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-Loss: 0.1059 Validation Accuracy: 93.582766% Epoch 11, Batch 145025 -Loss: 0.0462 Validation Accuracy: 93.605442% Epoch 11, Batch 145153 -Loss: 0.1933 Validation Accuracy: 94.353742% Epoch 11, Batch 145281 -Loss: 0.0894 Validation Accuracy: 93.900227% Epoch 11, Batch 145409 -Loss: 0.0327 Validation Accuracy: 93.945578% Epoch 11, Batch 145537 -Loss: 0.0801 Validation Accuracy: 93.832200% Epoch 11, Batch 145665 -Loss: 0.1194 Validation Accuracy: 93.560091% Epoch 11, Batch 145793 -Loss: 0.1084 Validation Accuracy: 93.287982% Epoch 11, Batch 145921 -Loss: 0.1355 Validation Accuracy: 93.560091% Epoch 11, Batch 146049 -Loss: 0.0655 Validation Accuracy: 93.446712% Epoch 11, Batch 146177 -Loss: 0.0803 Validation Accuracy: 93.764172% Epoch 11, Batch 146305 -Loss: 0.0412 Validation Accuracy: 93.922902% Epoch 11, Batch 146433 -Loss: 0.0743 Validation Accuracy: 93.492064% Epoch 11, Batch 146561 -Loss: 0.2197 Validation Accuracy: 93.741497% Epoch 11, Batch 146689 -Loss: 0.1042 Validation Accuracy: 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-Loss: 0.1232 Validation Accuracy: 93.582766% Epoch 11, Batch 148737 -Loss: 0.1044 Validation Accuracy: 93.650794% Epoch 11, Batch 148865 -Loss: 0.0331 Validation Accuracy: 93.560091% Epoch 11, Batch 148993 -Loss: 0.0548 Validation Accuracy: 93.605442% Epoch 11, Batch 149121 -Loss: 0.1384 Validation Accuracy: 94.467120% Epoch 11, Batch 149249 -Loss: 0.1002 Validation Accuracy: 93.764172% Epoch 11, Batch 149377 -Loss: 0.0751 Validation Accuracy: 93.854875% Epoch 11, Batch 149505 -Loss: 0.0828 Validation Accuracy: 93.560091% Epoch 11, Batch 149633 -Loss: 0.0554 Validation Accuracy: 94.036281% Epoch 11, Batch 149761 -Loss: 0.0910 Validation Accuracy: 93.560091% Epoch 11, Batch 149889 -Loss: 0.2569 Validation Accuracy: 94.013605% Epoch 11, Batch 150017 -Loss: 0.0773 Validation Accuracy: 93.469388% Epoch 11, Batch 150145 -Loss: 0.0343 Validation Accuracy: 93.219955% Epoch 11, Batch 150273 -Loss: 0.0753 Validation Accuracy: 93.174603% Epoch 11, Batch 150401 -Loss: 0.1301 Validation Accuracy: 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-Loss: 0.1033 Validation Accuracy: 93.083900% Epoch 11, Batch 152449 -Loss: 0.1226 Validation Accuracy: 92.789116% Epoch 11, Batch 152577 -Loss: 0.2255 Validation Accuracy: 93.401361% Epoch 11, Batch 152705 -Loss: 0.0775 Validation Accuracy: 93.718821% Epoch 11, Batch 152833 -Loss: 0.0468 Validation Accuracy: 93.446712% Epoch 11, Batch 152961 -Loss: 0.1225 Validation Accuracy: 93.151927% Epoch 11, Batch 153089 -Loss: 0.0572 Validation Accuracy: 93.310658% Epoch 11, Batch 153217 -Loss: 0.0987 Validation Accuracy: 93.083900% Epoch 11, Batch 153345 -Loss: 0.1428 Validation Accuracy: 93.673469% Epoch 11, Batch 153473 -Loss: 0.1303 Validation Accuracy: 93.219955% Epoch 11, Batch 153601 -Loss: 0.1661 Validation Accuracy: 93.446712% Epoch 11, Batch 153729 -Loss: 0.1091 Validation Accuracy: 93.038549% Epoch 11, Batch 153857 -Loss: 0.0835 Validation Accuracy: 93.174603% Epoch 11, Batch 153985 -Loss: 0.0510 Validation Accuracy: 93.378685% Epoch 11, Batch 154113 -Loss: 0.0555 Validation Accuracy: 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-Loss: 0.0711 Validation Accuracy: 93.560091% Epoch 11, Batch 156161 -Loss: 0.0900 Validation Accuracy: 92.879819% Epoch 11, Batch 156289 -Loss: 0.1094 Validation Accuracy: 93.492063% Epoch 11, Batch 156417 -Loss: 0.1629 Validation Accuracy: 93.265306% Epoch 11, Batch 156545 -Loss: 0.0389 Validation Accuracy: 92.698413% Epoch 11, Batch 156673 -Loss: 0.1256 Validation Accuracy: 92.970522% Epoch 11, Batch 156801 -Loss: 0.3165 Validation Accuracy: 92.902494% Epoch 11, Batch 156929 -Loss: 0.0790 Validation Accuracy: 93.605442% Epoch 11, Batch 157057 -Loss: 0.0542 Validation Accuracy: 93.424036% Epoch 11, Batch 157185 -Loss: 0.1579 Validation Accuracy: 92.766440% Epoch 11, Batch 157313 -Loss: 0.1319 Validation Accuracy: 93.605442% Epoch 11, Batch 157441 -Loss: 0.0835 Validation Accuracy: 93.151927% Epoch 11, Batch 157569 -Loss: 0.0912 Validation Accuracy: 93.809524% Epoch 11, Batch 157697 -Loss: 0.0612 Validation Accuracy: 93.083900% Epoch 11, Batch 157825 -Loss: 0.0693 Validation Accuracy: 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-Loss: 0.1874 Validation Accuracy: 93.582766% Epoch 11, Batch 159873 -Loss: 0.1487 Validation Accuracy: 93.038549% Epoch 11, Batch 160001 -Loss: 0.1477 Validation Accuracy: 93.514739% Epoch 11, Batch 160129 -Loss: 0.0999 Validation Accuracy: 93.877551% Epoch 11, Batch 160257 -Loss: 0.1017 Validation Accuracy: 93.356009% Epoch 11, Batch 160385 -Loss: 0.1494 Validation Accuracy: 93.424036% Epoch 11, Batch 160513 -Loss: 0.1305 Validation Accuracy: 93.424036% Epoch 11, Batch 160641 -Loss: 0.2565 Validation Accuracy: 93.605442% Epoch 11, Batch 160769 -Loss: 0.1899 Validation Accuracy: 93.378685% Epoch 11, Batch 160897 -Loss: 0.1991 Validation Accuracy: 93.605442% Epoch 11, Batch 161025 -Loss: 0.0655 Validation Accuracy: 93.197279% Epoch 11, Batch 161153 -Loss: 0.0809 Validation Accuracy: 93.741497% Epoch 11, Batch 161281 -Loss: 0.0847 Validation Accuracy: 93.854875% Epoch 11, Batch 161409 -Loss: 0.0615 Validation Accuracy: 93.582766% Epoch 11, Batch 161537 -Loss: 0.1104 Validation Accuracy: 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-Loss: 0.0237 Validation Accuracy: 93.083900% Epoch 11, Batch 163585 -Loss: 0.1384 Validation Accuracy: 93.492064% Epoch 11, Batch 163713 -Loss: 0.0802 Validation Accuracy: 93.061225% Epoch 11, Batch 163841 -Loss: 0.0584 Validation Accuracy: 92.970522% Epoch 11, Batch 163969 -Loss: 0.0919 Validation Accuracy: 93.333333% Epoch 11, Batch 164097 -Loss: 0.1736 Validation Accuracy: 93.560091% Epoch 11, Batch 164225 -Loss: 0.2157 Validation Accuracy: 93.310658% Epoch 11, Batch 164353 -Loss: 0.1085 Validation Accuracy: 93.469388% Epoch 11, Batch 164481 -Loss: 0.1305 Validation Accuracy: 93.650794% Epoch 11, Batch 164609 -Loss: 0.0701 Validation Accuracy: 92.902494% Epoch 11, Batch 164737 -Loss: 0.1098 Validation Accuracy: 93.129252% Epoch 11, Batch 164865 -Loss: 0.1511 Validation Accuracy: 93.265306% Epoch 11, Batch 164993 -Loss: 0.1955 Validation Accuracy: 93.424036% Epoch 11, Batch 165121 -Loss: 0.1858 Validation Accuracy: 93.219955% Epoch 11, Batch 165249 -Loss: 0.0521 Validation Accuracy: 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-Loss: 0.2006 Validation Accuracy: 92.902494% Epoch 11, Batch 167297 -Loss: 0.0797 Validation Accuracy: 92.947846% Epoch 11, Batch 167425 -Loss: 0.0483 Validation Accuracy: 92.789116% Epoch 11, Batch 167553 -Loss: 0.0834 Validation Accuracy: 92.811791% Epoch 11, Batch 167681 -Loss: 0.1580 Validation Accuracy: 93.083900% Epoch 11, Batch 167809 -Loss: 0.1252 Validation Accuracy: 92.925170% Epoch 11, Batch 167937 -Loss: 0.0462 Validation Accuracy: 92.789116% Epoch 11, Batch 168065 -Loss: 0.0938 Validation Accuracy: 92.970522% Epoch 11, Batch 168193 -Loss: 0.0971 Validation Accuracy: 92.925170% Epoch 11, Batch 168321 -Loss: 0.1083 Validation Accuracy: 92.585034% Epoch 11, Batch 168449 -Loss: 0.1653 Validation Accuracy: 93.310658% Epoch 11, Batch 168577 -Loss: 0.1513 Validation Accuracy: 93.106576% Epoch 11, Batch 168705 -Loss: 0.0990 Validation Accuracy: 93.242630% Epoch 11, Batch 168833 -Loss: 0.1108 Validation Accuracy: 93.197279% Epoch 11, Batch 168961 -Loss: 0.1864 Validation Accuracy: 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-Loss: 0.0843 Validation Accuracy: 93.560091% Epoch 11, Batch 171009 -Loss: 0.1241 Validation Accuracy: 92.993197% Epoch 11, Batch 171137 -Loss: 0.1606 Validation Accuracy: 93.356009% Epoch 11, Batch 171265 -Loss: 0.1921 Validation Accuracy: 93.242630% Epoch 11, Batch 171393 -Loss: 0.1157 Validation Accuracy: 93.197279% Epoch 11, Batch 171521 -Loss: 0.0531 Validation Accuracy: 93.446712% Epoch 11, Batch 171649 -Loss: 0.1658 Validation Accuracy: 93.265306% Epoch 11, Batch 171777 -Loss: 0.0534 Validation Accuracy: 93.628118% Epoch 11, Batch 171905 -Loss: 0.1707 Validation Accuracy: 93.718821% Epoch 11, Batch 172033 -Loss: 0.1050 Validation Accuracy: 93.151927% Epoch 11, Batch 172161 -Loss: 0.0886 Validation Accuracy: 93.151927% Epoch 11, Batch 172289 -Loss: 0.1492 Validation Accuracy: 92.993197% Epoch 11, Batch 172417 -Loss: 0.1906 Validation Accuracy: 93.537415% Epoch 11, Batch 172545 -Loss: 0.0415 Validation Accuracy: 92.811791% Epoch 11, Batch 172673 -Loss: 0.0344 Validation Accuracy: 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-Loss: 0.1557 Validation Accuracy: 93.106576% Epoch 11, Batch 174721 -Loss: 0.1282 Validation Accuracy: 93.015873% Epoch 11, Batch 174849 -Loss: 0.0809 Validation Accuracy: 93.106576% Epoch 11, Batch 174977 -Loss: 0.0431 Validation Accuracy: 93.129252% Epoch 11, Batch 175105 -Loss: 0.1358 Validation Accuracy: 93.424036% Epoch 11, Batch 175233 -Loss: 0.1041 Validation Accuracy: 92.902494% Epoch 11, Batch 175361 -Loss: 0.0543 Validation Accuracy: 92.879819% Epoch 11, Batch 175489 -Loss: 0.0537 Validation Accuracy: 93.265306% Epoch 11, Batch 175617 -Loss: 0.0473 Validation Accuracy: 92.879819% Epoch 11, Batch 175745 -Loss: 0.0907 Validation Accuracy: 92.993197% Epoch 11, Batch 175873 -Loss: 0.1050 Validation Accuracy: 92.902494% Epoch 11, Batch 176001 -Loss: 0.0572 Validation Accuracy: 92.970522% Epoch 11, Batch 176129 -Loss: 0.0609 Validation Accuracy: 92.857143% Epoch 11, Batch 176257 -Loss: 0.2907 Validation Accuracy: 92.834467% Epoch 11, Batch 176385 -Loss: 0.1934 Validation Accuracy: 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-Loss: 0.0722 Validation Accuracy: 93.673469% Epoch 11, Batch 178433 -Loss: 0.1023 Validation Accuracy: 93.333333% Epoch 11, Batch 178561 -Loss: 0.1035 Validation Accuracy: 93.628118% Epoch 11, Batch 178689 -Loss: 0.1837 Validation Accuracy: 93.514739% Epoch 11, Batch 178817 -Loss: 0.1118 Validation Accuracy: 93.265306% Epoch 11, Batch 178945 -Loss: 0.1325 Validation Accuracy: 93.968254% Epoch 11, Batch 179073 -Loss: 0.1977 Validation Accuracy: 93.242630% Epoch 11, Batch 179201 -Loss: 0.2924 Validation Accuracy: 93.854875% Epoch 11, Batch 179329 -Loss: 0.1399 Validation Accuracy: 93.197279% Epoch 11, Batch 179457 -Loss: 0.1101 Validation Accuracy: 92.834467% Epoch 11, Batch 179585 -Loss: 0.0572 Validation Accuracy: 93.401361% Epoch 11, Batch 179713 -Loss: 0.0508 Validation Accuracy: 93.492063% Epoch 11, Batch 179841 -Loss: 0.1205 Validation Accuracy: 93.242630% Epoch 11, Batch 179969 -Loss: 0.1649 Validation Accuracy: 93.696145% Epoch 11, Batch 180097 -Loss: 0.0930 Validation Accuracy: 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-Loss: 0.1369 Validation Accuracy: 93.673469% Epoch 11, Batch 182145 -Loss: 0.1425 Validation Accuracy: 93.650794% Epoch 11, Batch 182273 -Loss: 0.0374 Validation Accuracy: 93.628118% Epoch 11, Batch 182401 -Loss: 0.1296 Validation Accuracy: 93.628118% Epoch 11, Batch 182529 -Loss: 0.0589 Validation Accuracy: 93.333333% Epoch 11, Batch 182657 -Loss: 0.0647 Validation Accuracy: 93.537415% Epoch 11, Batch 182785 -Loss: 0.0737 Validation Accuracy: 93.560091% Epoch 11, Batch 182913 -Loss: 0.1218 Validation Accuracy: 93.333333% Epoch 11, Batch 183041 -Loss: 0.1282 Validation Accuracy: 93.492064% Epoch 11, Batch 183169 -Loss: 0.1701 Validation Accuracy: 93.197279% Epoch 11, Batch 183297 -Loss: 0.0897 Validation Accuracy: 93.038549% Epoch 11, Batch 183425 -Loss: 0.1432 Validation Accuracy: 92.993197% Epoch 11, Batch 183553 -Loss: 0.0617 Validation Accuracy: 93.106576% Epoch 11, Batch 183681 -Loss: 0.0488 Validation Accuracy: 93.333333% Epoch 11, Batch 183809 -Loss: 0.0355 Validation Accuracy: 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-Loss: 0.1858 Validation Accuracy: 93.605442% Epoch 11, Batch 185857 -Loss: 0.1207 Validation Accuracy: 93.628118% Epoch 11, Batch 185985 -Loss: 0.1282 Validation Accuracy: 93.832200% Epoch 11, Batch 186113 -Loss: 0.1310 Validation Accuracy: 93.106576% Epoch 11, Batch 186241 -Loss: 0.2049 Validation Accuracy: 93.378685% Epoch 11, Batch 186369 -Loss: 0.1616 Validation Accuracy: 93.650794% Epoch 11, Batch 186497 -Loss: 0.1339 Validation Accuracy: 93.514739% Epoch 11, Batch 186625 -Loss: 0.0650 Validation Accuracy: 93.310658% Epoch 11, Batch 186753 -Loss: 0.1030 Validation Accuracy: 93.446712% Epoch 11, Batch 186881 -Loss: 0.1416 Validation Accuracy: 93.401361% Epoch 11, Batch 187009 -Loss: 0.0998 Validation Accuracy: 93.854875% Epoch 11, Batch 187137 -Loss: 0.1336 Validation Accuracy: 93.560091% Epoch 11, Batch 187265 -Loss: 0.1263 Validation Accuracy: 93.174603% Epoch 11, Batch 187393 -Loss: 0.0916 Validation Accuracy: 93.424036% Epoch 11, Batch 187521 -Loss: 0.0644 Validation Accuracy: 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-Loss: 0.0600 Validation Accuracy: 93.424036% Epoch 11, Batch 204417 -Loss: 0.1011 Validation Accuracy: 93.718821% Epoch 11, Batch 204545 -Loss: 0.1077 Validation Accuracy: 93.356009% Epoch 11, Batch 204673 -Loss: 0.1480 Validation Accuracy: 93.673469% Epoch 11, Batch 204801 -Loss: 0.0949 Validation Accuracy: 93.129252% Epoch 11, Batch 204929 -Loss: 0.1229 Validation Accuracy: 93.469388% Epoch 11, Batch 205057 -Loss: 0.2092 Validation Accuracy: 92.902494% Epoch 11, Batch 205185 -Loss: 0.1182 Validation Accuracy: 93.492063% Epoch 11, Batch 205313 -Loss: 0.1726 Validation Accuracy: 93.265306% Epoch 11, Batch 205441 -Loss: 0.1164 Validation Accuracy: 93.356009% Epoch 11, Batch 205569 -Loss: 0.1566 Validation Accuracy: 93.696145% Epoch 11, Batch 205697 -Loss: 0.2338 Validation Accuracy: 93.265306% Epoch 11, Batch 205825 -Loss: 0.1028 Validation Accuracy: 92.879819% Epoch 11, Batch 205953 -Loss: 0.0647 Validation Accuracy: 93.106576% Epoch 11, Batch 206081 -Loss: 0.0724 Validation Accuracy: 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-Loss: 0.1071 Validation Accuracy: 93.333333% Epoch 11, Batch 208129 -Loss: 0.0524 Validation Accuracy: 93.446712% Epoch 11, Batch 208257 -Loss: 0.1699 Validation Accuracy: 93.628118% Epoch 11, Batch 208385 -Loss: 0.0903 Validation Accuracy: 93.696145% Epoch 11, Batch 208513 -Loss: 0.1001 Validation Accuracy: 93.537415% Epoch 11, Batch 208641 -Loss: 0.1262 Validation Accuracy: 93.151927% Epoch 11, Batch 208769 -Loss: 0.0216 Validation Accuracy: 93.242630% Epoch 12, Batch 1 -Loss: 0.1157 Validation Accuracy: 93.764172% Epoch 12, Batch 129 -Loss: 0.0530 Validation Accuracy: 93.582766% Epoch 12, Batch 257 -Loss: 0.1487 Validation Accuracy: 93.378685% Epoch 12, Batch 385 -Loss: 0.1604 Validation Accuracy: 93.242630% Epoch 12, Batch 513 -Loss: 0.0634 Validation Accuracy: 93.356009% Epoch 12, Batch 641 -Loss: 0.0789 Validation Accuracy: 93.424036% Epoch 12, Batch 769 -Loss: 0.0844 Validation Accuracy: 93.537415% Epoch 12, Batch 897 -Loss: 0.1129 Validation Accuracy: 93.469388% Epoch 12, 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Validation Accuracy: 92.970522% Epoch 12, Batch 27521 -Loss: 0.1043 Validation Accuracy: 93.265306% Epoch 12, Batch 27649 -Loss: 0.0298 Validation Accuracy: 93.265306% Epoch 12, Batch 27777 -Loss: 0.1126 Validation Accuracy: 93.696145% Epoch 12, Batch 27905 -Loss: 0.0581 Validation Accuracy: 93.401361% Epoch 12, Batch 28033 -Loss: 0.0260 Validation Accuracy: 93.560091% Epoch 12, Batch 28161 -Loss: 0.0932 Validation Accuracy: 92.993197% Epoch 12, Batch 28289 -Loss: 0.0629 Validation Accuracy: 93.106576% Epoch 12, Batch 28417 -Loss: 0.1156 Validation Accuracy: 93.061224% Epoch 12, Batch 28545 -Loss: 0.1328 Validation Accuracy: 92.698413% Epoch 12, Batch 28673 -Loss: 0.1415 Validation Accuracy: 92.789116% Epoch 12, Batch 28801 -Loss: 0.0851 Validation Accuracy: 92.925170% Epoch 12, Batch 28929 -Loss: 0.0698 Validation Accuracy: 93.219955% Epoch 12, Batch 29057 -Loss: 0.0887 Validation Accuracy: 93.469388% Epoch 12, Batch 29185 -Loss: 0.1268 Validation Accuracy: 93.650794% Epoch 12, Batch 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Validation Accuracy: 93.401361% Epoch 12, Batch 33153 -Loss: 0.0989 Validation Accuracy: 93.174603% Epoch 12, Batch 33281 -Loss: 0.1194 Validation Accuracy: 93.197279% Epoch 12, Batch 33409 -Loss: 0.0182 Validation Accuracy: 93.265306% Epoch 12, Batch 33537 -Loss: 0.1172 Validation Accuracy: 93.129252% Epoch 12, Batch 33665 -Loss: 0.0519 Validation Accuracy: 93.333333% Epoch 12, Batch 33793 -Loss: 0.0704 Validation Accuracy: 93.492063% Epoch 12, Batch 33921 -Loss: 0.0598 Validation Accuracy: 92.902494% Epoch 12, Batch 34049 -Loss: 0.1003 Validation Accuracy: 93.650794% Epoch 12, Batch 34177 -Loss: 0.0429 Validation Accuracy: 93.242630% Epoch 12, Batch 34305 -Loss: 0.0470 Validation Accuracy: 93.809524% Epoch 12, Batch 34433 -Loss: 0.1006 Validation Accuracy: 93.424036% Epoch 12, Batch 34561 -Loss: 0.0931 Validation Accuracy: 93.310658% Epoch 12, Batch 34689 -Loss: 0.1059 Validation Accuracy: 93.401361% Epoch 12, Batch 34817 -Loss: 0.0512 Validation Accuracy: 93.537415% Epoch 12, Batch 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Validation Accuracy: 93.129252% Epoch 12, Batch 38785 -Loss: 0.0666 Validation Accuracy: 93.151927% Epoch 12, Batch 38913 -Loss: 0.1812 Validation Accuracy: 92.358277% Epoch 12, Batch 39041 -Loss: 0.0428 Validation Accuracy: 92.653061% Epoch 12, Batch 39169 -Loss: 0.0424 Validation Accuracy: 92.698413% Epoch 12, Batch 39297 -Loss: 0.1665 Validation Accuracy: 92.925170% Epoch 12, Batch 39425 -Loss: 0.1450 Validation Accuracy: 92.290249% Epoch 12, Batch 39553 -Loss: 0.0204 Validation Accuracy: 92.607710% Epoch 12, Batch 39681 -Loss: 0.0572 Validation Accuracy: 92.562358% Epoch 12, Batch 39809 -Loss: 0.1043 Validation Accuracy: 92.176871% Epoch 12, Batch 39937 -Loss: 0.1169 Validation Accuracy: 92.585034% Epoch 12, Batch 40065 -Loss: 0.0767 Validation Accuracy: 92.698413% Epoch 12, Batch 40193 -Loss: 0.1301 Validation Accuracy: 92.743764% Epoch 12, Batch 40321 -Loss: 0.1293 Validation Accuracy: 92.653061% Epoch 12, Batch 40449 -Loss: 0.1347 Validation Accuracy: 92.993197% Epoch 12, Batch 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Validation Accuracy: 93.106576% Epoch 12, Batch 44417 -Loss: 0.0683 Validation Accuracy: 93.333333% Epoch 12, Batch 44545 -Loss: 0.0738 Validation Accuracy: 93.015873% Epoch 12, Batch 44673 -Loss: 0.0927 Validation Accuracy: 93.333333% Epoch 12, Batch 44801 -Loss: 0.0832 Validation Accuracy: 93.356009% Epoch 12, Batch 44929 -Loss: 0.1198 Validation Accuracy: 93.333333% Epoch 12, Batch 45057 -Loss: 0.1328 Validation Accuracy: 92.494331% Epoch 12, Batch 45185 -Loss: 0.0453 Validation Accuracy: 93.492063% Epoch 12, Batch 45313 -Loss: 0.0765 Validation Accuracy: 93.582766% Epoch 12, Batch 45441 -Loss: 0.1099 Validation Accuracy: 93.083900% Epoch 12, Batch 45569 -Loss: 0.1112 Validation Accuracy: 93.537415% Epoch 12, Batch 45697 -Loss: 0.1216 Validation Accuracy: 93.514739% Epoch 12, Batch 45825 -Loss: 0.1024 Validation Accuracy: 93.174603% Epoch 12, Batch 45953 -Loss: 0.0700 Validation Accuracy: 93.514739% Epoch 12, Batch 46081 -Loss: 0.0295 Validation Accuracy: 93.151927% Epoch 12, Batch 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Validation Accuracy: 93.492063% Epoch 12, Batch 50049 -Loss: 0.0725 Validation Accuracy: 93.356009% Epoch 12, Batch 50177 -Loss: 0.0672 Validation Accuracy: 93.151927% Epoch 12, Batch 50305 -Loss: 0.1099 Validation Accuracy: 93.446712% Epoch 12, Batch 50433 -Loss: 0.1593 Validation Accuracy: 93.287982% Epoch 12, Batch 50561 -Loss: 0.0853 Validation Accuracy: 93.378685% Epoch 12, Batch 50689 -Loss: 0.0771 Validation Accuracy: 93.015873% Epoch 12, Batch 50817 -Loss: 0.1158 Validation Accuracy: 93.582766% Epoch 12, Batch 50945 -Loss: 0.0797 Validation Accuracy: 93.129252% Epoch 12, Batch 51073 -Loss: 0.0965 Validation Accuracy: 93.219955% Epoch 12, Batch 51201 -Loss: 0.1765 Validation Accuracy: 93.129252% Epoch 12, Batch 51329 -Loss: 0.0937 Validation Accuracy: 93.106576% Epoch 12, Batch 51457 -Loss: 0.1469 Validation Accuracy: 92.721088% Epoch 12, Batch 51585 -Loss: 0.0619 Validation Accuracy: 93.129252% Epoch 12, Batch 51713 -Loss: 0.0599 Validation Accuracy: 93.265306% Epoch 12, Batch 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Validation Accuracy: 93.378685% Epoch 12, Batch 55681 -Loss: 0.1180 Validation Accuracy: 93.673469% Epoch 12, Batch 55809 -Loss: 0.0447 Validation Accuracy: 93.764172% Epoch 12, Batch 55937 -Loss: 0.0796 Validation Accuracy: 93.514739% Epoch 12, Batch 56065 -Loss: 0.0747 Validation Accuracy: 93.424036% Epoch 12, Batch 56193 -Loss: 0.1828 Validation Accuracy: 93.514739% Epoch 12, Batch 56321 -Loss: 0.0842 Validation Accuracy: 93.673469% Epoch 12, Batch 56449 -Loss: 0.0801 Validation Accuracy: 93.809524% Epoch 12, Batch 56577 -Loss: 0.0952 Validation Accuracy: 93.333333% Epoch 12, Batch 56705 -Loss: 0.1466 Validation Accuracy: 93.129252% Epoch 12, Batch 56833 -Loss: 0.0736 Validation Accuracy: 93.514739% Epoch 12, Batch 56961 -Loss: 0.0642 Validation Accuracy: 93.650794% Epoch 12, Batch 57089 -Loss: 0.0758 Validation Accuracy: 92.925170% Epoch 12, Batch 57217 -Loss: 0.0712 Validation Accuracy: 93.401361% Epoch 12, Batch 57345 -Loss: 0.0607 Validation Accuracy: 93.492063% Epoch 12, Batch 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Validation Accuracy: 93.129252% Epoch 12, Batch 61313 -Loss: 0.1073 Validation Accuracy: 93.174603% Epoch 12, Batch 61441 -Loss: 0.1702 Validation Accuracy: 93.219955% Epoch 12, Batch 61569 -Loss: 0.0664 Validation Accuracy: 93.424036% Epoch 12, Batch 61697 -Loss: 0.1304 Validation Accuracy: 93.333333% Epoch 12, Batch 61825 -Loss: 0.0930 Validation Accuracy: 93.673469% Epoch 12, Batch 61953 -Loss: 0.1104 Validation Accuracy: 93.287982% Epoch 12, Batch 62081 -Loss: 0.1052 Validation Accuracy: 93.696145% Epoch 12, Batch 62209 -Loss: 0.0909 Validation Accuracy: 93.219955% Epoch 12, Batch 62337 -Loss: 0.1206 Validation Accuracy: 93.424036% Epoch 12, Batch 62465 -Loss: 0.0518 Validation Accuracy: 93.378685% Epoch 12, Batch 62593 -Loss: 0.0483 Validation Accuracy: 93.605442% Epoch 12, Batch 62721 -Loss: 0.0253 Validation Accuracy: 93.560091% Epoch 12, Batch 62849 -Loss: 0.0633 Validation Accuracy: 93.809524% Epoch 12, Batch 62977 -Loss: 0.0666 Validation Accuracy: 93.832200% Epoch 12, Batch 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Validation Accuracy: 92.947846% Epoch 12, Batch 66945 -Loss: 0.0527 Validation Accuracy: 92.947846% Epoch 12, Batch 67073 -Loss: 0.1798 Validation Accuracy: 92.789116% Epoch 12, Batch 67201 -Loss: 0.1013 Validation Accuracy: 92.925170% Epoch 12, Batch 67329 -Loss: 0.1204 Validation Accuracy: 93.492063% Epoch 12, Batch 67457 -Loss: 0.1039 Validation Accuracy: 93.197279% Epoch 12, Batch 67585 -Loss: 0.2175 Validation Accuracy: 93.242630% Epoch 12, Batch 67713 -Loss: 0.0568 Validation Accuracy: 93.424036% Epoch 12, Batch 67841 -Loss: 0.1176 Validation Accuracy: 93.106576% Epoch 12, Batch 67969 -Loss: 0.0796 Validation Accuracy: 93.106576% Epoch 12, Batch 68097 -Loss: 0.1726 Validation Accuracy: 93.287982% Epoch 12, Batch 68225 -Loss: 0.0780 Validation Accuracy: 93.401361% Epoch 12, Batch 68353 -Loss: 0.0649 Validation Accuracy: 93.605442% Epoch 12, Batch 68481 -Loss: 0.1167 Validation Accuracy: 93.560091% Epoch 12, Batch 68609 -Loss: 0.0659 Validation Accuracy: 93.537415% Epoch 12, Batch 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Validation Accuracy: 92.857143% Epoch 12, Batch 72577 -Loss: 0.1422 Validation Accuracy: 93.197279% Epoch 12, Batch 72705 -Loss: 0.1293 Validation Accuracy: 92.698413% Epoch 12, Batch 72833 -Loss: 0.0629 Validation Accuracy: 92.811791% Epoch 12, Batch 72961 -Loss: 0.1989 Validation Accuracy: 92.902494% Epoch 12, Batch 73089 -Loss: 0.1178 Validation Accuracy: 92.811791% Epoch 12, Batch 73217 -Loss: 0.1383 Validation Accuracy: 92.698413% Epoch 12, Batch 73345 -Loss: 0.1462 Validation Accuracy: 93.174603% Epoch 12, Batch 73473 -Loss: 0.0469 Validation Accuracy: 92.857143% Epoch 12, Batch 73601 -Loss: 0.0546 Validation Accuracy: 92.607710% Epoch 12, Batch 73729 -Loss: 0.0939 Validation Accuracy: 92.766440% Epoch 12, Batch 73857 -Loss: 0.0664 Validation Accuracy: 92.947846% Epoch 12, Batch 73985 -Loss: 0.0814 Validation Accuracy: 93.287982% Epoch 12, Batch 74113 -Loss: 0.0640 Validation Accuracy: 92.970522% Epoch 12, Batch 74241 -Loss: 0.1788 Validation Accuracy: 93.061225% Epoch 12, Batch 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Validation Accuracy: 92.630385% Epoch 12, Batch 78209 -Loss: 0.1726 Validation Accuracy: 93.401361% Epoch 12, Batch 78337 -Loss: 0.1202 Validation Accuracy: 93.265306% Epoch 12, Batch 78465 -Loss: 0.1536 Validation Accuracy: 92.653061% Epoch 12, Batch 78593 -Loss: 0.1041 Validation Accuracy: 92.630385% Epoch 12, Batch 78721 -Loss: 0.0840 Validation Accuracy: 93.061225% Epoch 12, Batch 78849 -Loss: 0.0795 Validation Accuracy: 93.106576% Epoch 12, Batch 78977 -Loss: 0.1351 Validation Accuracy: 93.106576% Epoch 12, Batch 79105 -Loss: 0.0771 Validation Accuracy: 92.857143% Epoch 12, Batch 79233 -Loss: 0.2270 Validation Accuracy: 93.242630% Epoch 12, Batch 79361 -Loss: 0.0456 Validation Accuracy: 92.993197% Epoch 12, Batch 79489 -Loss: 0.0405 Validation Accuracy: 93.242630% Epoch 12, Batch 79617 -Loss: 0.0541 Validation Accuracy: 92.993197% Epoch 12, Batch 79745 -Loss: 0.1724 Validation Accuracy: 93.310658% Epoch 12, Batch 79873 -Loss: 0.1000 Validation Accuracy: 93.265306% Epoch 12, Batch 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Validation Accuracy: 93.446712% Epoch 12, Batch 83841 -Loss: 0.2068 Validation Accuracy: 93.015873% Epoch 12, Batch 83969 -Loss: 0.0968 Validation Accuracy: 92.517007% Epoch 12, Batch 84097 -Loss: 0.0565 Validation Accuracy: 92.743764% Epoch 12, Batch 84225 -Loss: 0.1796 Validation Accuracy: 93.242630% Epoch 12, Batch 84353 -Loss: 0.1059 Validation Accuracy: 92.630386% Epoch 12, Batch 84481 -Loss: 0.0967 Validation Accuracy: 93.401361% Epoch 12, Batch 84609 -Loss: 0.0937 Validation Accuracy: 93.038549% Epoch 12, Batch 84737 -Loss: 0.1019 Validation Accuracy: 92.879819% Epoch 12, Batch 84865 -Loss: 0.1630 Validation Accuracy: 92.970522% Epoch 12, Batch 84993 -Loss: 0.0610 Validation Accuracy: 93.015873% Epoch 12, Batch 85121 -Loss: 0.0579 Validation Accuracy: 92.698413% Epoch 12, Batch 85249 -Loss: 0.1482 Validation Accuracy: 92.471655% Epoch 12, Batch 85377 -Loss: 0.0684 Validation Accuracy: 93.129252% Epoch 12, Batch 85505 -Loss: 0.1149 Validation Accuracy: 92.879819% Epoch 12, Batch 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Validation Accuracy: 93.424036% Epoch 12, Batch 89473 -Loss: 0.0647 Validation Accuracy: 92.947846% Epoch 12, Batch 89601 -Loss: 0.0427 Validation Accuracy: 93.106576% Epoch 12, Batch 89729 -Loss: 0.0366 Validation Accuracy: 93.537415% Epoch 12, Batch 89857 -Loss: 0.0527 Validation Accuracy: 93.197279% Epoch 12, Batch 89985 -Loss: 0.1417 Validation Accuracy: 92.743764% Epoch 12, Batch 90113 -Loss: 0.0577 Validation Accuracy: 93.106576% Epoch 12, Batch 90241 -Loss: 0.0581 Validation Accuracy: 92.879819% Epoch 12, Batch 90369 -Loss: 0.0748 Validation Accuracy: 92.766440% Epoch 12, Batch 90497 -Loss: 0.2091 Validation Accuracy: 93.356009% Epoch 12, Batch 90625 -Loss: 0.1870 Validation Accuracy: 93.061224% Epoch 12, Batch 90753 -Loss: 0.0530 Validation Accuracy: 92.675737% Epoch 12, Batch 90881 -Loss: 0.1373 Validation Accuracy: 92.607710% Epoch 12, Batch 91009 -Loss: 0.0424 Validation Accuracy: 92.448980% Epoch 12, Batch 91137 -Loss: 0.2175 Validation Accuracy: 92.698413% Epoch 12, Batch 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Validation Accuracy: 93.061225% Epoch 12, Batch 95105 -Loss: 0.0984 Validation Accuracy: 92.993197% Epoch 12, Batch 95233 -Loss: 0.0853 Validation Accuracy: 92.993197% Epoch 12, Batch 95361 -Loss: 0.0826 Validation Accuracy: 92.902494% Epoch 12, Batch 95489 -Loss: 0.0808 Validation Accuracy: 93.287982% Epoch 12, Batch 95617 -Loss: 0.1140 Validation Accuracy: 93.106576% Epoch 12, Batch 95745 -Loss: 0.0692 Validation Accuracy: 93.061224% Epoch 12, Batch 95873 -Loss: 0.1469 Validation Accuracy: 93.287982% Epoch 12, Batch 96001 -Loss: 0.1188 Validation Accuracy: 93.310658% Epoch 12, Batch 96129 -Loss: 0.0716 Validation Accuracy: 93.492064% Epoch 12, Batch 96257 -Loss: 0.1186 Validation Accuracy: 93.582766% Epoch 12, Batch 96385 -Loss: 0.0704 Validation Accuracy: 93.287982% Epoch 12, Batch 96513 -Loss: 0.0395 Validation Accuracy: 93.038549% Epoch 12, Batch 96641 -Loss: 0.0903 Validation Accuracy: 93.514739% Epoch 12, Batch 96769 -Loss: 0.0775 Validation Accuracy: 93.537415% Epoch 12, Batch 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-Loss: 0.0529 Validation Accuracy: 92.947846% Epoch 12, Batch 104449 -Loss: 0.0978 Validation Accuracy: 93.560091% Epoch 12, Batch 104577 -Loss: 0.0403 Validation Accuracy: 93.356009% Epoch 12, Batch 104705 -Loss: 0.0398 Validation Accuracy: 93.333333% Epoch 12, Batch 104833 -Loss: 0.0871 Validation Accuracy: 93.605442% Epoch 12, Batch 104961 -Loss: 0.0702 Validation Accuracy: 93.786848% Epoch 12, Batch 105089 -Loss: 0.1559 Validation Accuracy: 93.877551% Epoch 12, Batch 105217 -Loss: 0.1216 Validation Accuracy: 93.696145% Epoch 12, Batch 105345 -Loss: 0.1186 Validation Accuracy: 93.492064% Epoch 12, Batch 105473 -Loss: 0.0842 Validation Accuracy: 93.628118% Epoch 12, Batch 105601 -Loss: 0.1820 Validation Accuracy: 93.900227% Epoch 12, Batch 105729 -Loss: 0.0508 Validation Accuracy: 93.129252% Epoch 12, Batch 105857 -Loss: 0.0668 Validation Accuracy: 93.061225% Epoch 12, Batch 105985 -Loss: 0.1212 Validation Accuracy: 93.287982% Epoch 12, Batch 106113 -Loss: 0.2660 Validation Accuracy: 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-Loss: 0.2510 Validation Accuracy: 92.653061% Epoch 12, Batch 108161 -Loss: 0.0784 Validation Accuracy: 92.879819% Epoch 12, Batch 108289 -Loss: 0.0817 Validation Accuracy: 92.335601% Epoch 12, Batch 108417 -Loss: 0.1274 Validation Accuracy: 92.607710% Epoch 12, Batch 108545 -Loss: 0.0792 Validation Accuracy: 92.721088% Epoch 12, Batch 108673 -Loss: 0.1099 Validation Accuracy: 92.698413% Epoch 12, Batch 108801 -Loss: 0.1221 Validation Accuracy: 92.380952% Epoch 12, Batch 108929 -Loss: 0.0989 Validation Accuracy: 93.151927% Epoch 12, Batch 109057 -Loss: 0.1477 Validation Accuracy: 93.650794% Epoch 12, Batch 109185 -Loss: 0.0354 Validation Accuracy: 92.539683% Epoch 12, Batch 109313 -Loss: 0.2086 Validation Accuracy: 92.947846% Epoch 12, Batch 109441 -Loss: 0.0494 Validation Accuracy: 92.902494% Epoch 12, Batch 109569 -Loss: 0.1006 Validation Accuracy: 93.015873% Epoch 12, Batch 109697 -Loss: 0.0752 Validation Accuracy: 93.310658% Epoch 12, Batch 109825 -Loss: 0.0590 Validation Accuracy: 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-Loss: 0.1246 Validation Accuracy: 92.879819% Epoch 12, Batch 111873 -Loss: 0.1439 Validation Accuracy: 93.287982% Epoch 12, Batch 112001 -Loss: 0.1600 Validation Accuracy: 93.151927% Epoch 12, Batch 112129 -Loss: 0.1048 Validation Accuracy: 92.675737% Epoch 12, Batch 112257 -Loss: 0.1068 Validation Accuracy: 93.015873% Epoch 12, Batch 112385 -Loss: 0.1469 Validation Accuracy: 93.129252% Epoch 12, Batch 112513 -Loss: 0.1188 Validation Accuracy: 92.970522% Epoch 12, Batch 112641 -Loss: 0.1384 Validation Accuracy: 92.585034% Epoch 12, Batch 112769 -Loss: 0.0695 Validation Accuracy: 92.993197% Epoch 12, Batch 112897 -Loss: 0.0803 Validation Accuracy: 92.879819% Epoch 12, Batch 113025 -Loss: 0.0982 Validation Accuracy: 92.562358% Epoch 12, Batch 113153 -Loss: 0.2575 Validation Accuracy: 92.789116% Epoch 12, Batch 113281 -Loss: 0.0850 Validation Accuracy: 92.811791% Epoch 12, Batch 113409 -Loss: 0.0921 Validation Accuracy: 92.789116% Epoch 12, Batch 113537 -Loss: 0.2169 Validation Accuracy: 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-Loss: 0.1169 Validation Accuracy: 92.585034% Epoch 12, Batch 115585 -Loss: 0.1290 Validation Accuracy: 93.083900% Epoch 12, Batch 115713 -Loss: 0.0487 Validation Accuracy: 93.151927% Epoch 12, Batch 115841 -Loss: 0.1030 Validation Accuracy: 93.696145% Epoch 12, Batch 115969 -Loss: 0.1083 Validation Accuracy: 92.879819% Epoch 12, Batch 116097 -Loss: 0.1344 Validation Accuracy: 93.061224% Epoch 12, Batch 116225 -Loss: 0.0984 Validation Accuracy: 93.242630% Epoch 12, Batch 116353 -Loss: 0.1470 Validation Accuracy: 93.628118% Epoch 12, Batch 116481 -Loss: 0.0869 Validation Accuracy: 93.378685% Epoch 12, Batch 116609 -Loss: 0.0542 Validation Accuracy: 92.970522% Epoch 12, Batch 116737 -Loss: 0.1441 Validation Accuracy: 93.378685% Epoch 12, Batch 116865 -Loss: 0.0581 Validation Accuracy: 93.287982% Epoch 12, Batch 116993 -Loss: 0.0647 Validation Accuracy: 92.811791% Epoch 12, Batch 117121 -Loss: 0.0873 Validation Accuracy: 93.492063% Epoch 12, Batch 117249 -Loss: 0.2503 Validation Accuracy: 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-Loss: 0.1807 Validation Accuracy: 93.401361% Epoch 12, Batch 119297 -Loss: 0.0843 Validation Accuracy: 93.560091% Epoch 12, Batch 119425 -Loss: 0.0516 Validation Accuracy: 93.265306% Epoch 12, Batch 119553 -Loss: 0.1040 Validation Accuracy: 93.310658% Epoch 12, Batch 119681 -Loss: 0.0879 Validation Accuracy: 93.174603% Epoch 12, Batch 119809 -Loss: 0.0650 Validation Accuracy: 93.401361% Epoch 12, Batch 119937 -Loss: 0.1367 Validation Accuracy: 93.673469% Epoch 12, Batch 120065 -Loss: 0.0853 Validation Accuracy: 93.877551% Epoch 12, Batch 120193 -Loss: 0.1260 Validation Accuracy: 93.446712% Epoch 12, Batch 120321 -Loss: 0.1522 Validation Accuracy: 93.446712% Epoch 12, Batch 120449 -Loss: 0.1260 Validation Accuracy: 93.446712% Epoch 12, Batch 120577 -Loss: 0.0809 Validation Accuracy: 93.673469% Epoch 12, Batch 120705 -Loss: 0.0777 Validation Accuracy: 93.945578% Epoch 12, Batch 120833 -Loss: 0.0940 Validation Accuracy: 93.605442% Epoch 12, Batch 120961 -Loss: 0.0530 Validation Accuracy: 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-Loss: 0.1566 Validation Accuracy: 93.492064% Epoch 12, Batch 123009 -Loss: 0.1698 Validation Accuracy: 94.036281% Epoch 12, Batch 123137 -Loss: 0.1003 Validation Accuracy: 93.061224% Epoch 12, Batch 123265 -Loss: 0.0815 Validation Accuracy: 93.582766% Epoch 12, Batch 123393 -Loss: 0.0692 Validation Accuracy: 93.356009% Epoch 12, Batch 123521 -Loss: 0.0726 Validation Accuracy: 93.560091% Epoch 12, Batch 123649 -Loss: 0.0626 Validation Accuracy: 93.378685% Epoch 12, Batch 123777 -Loss: 0.0630 Validation Accuracy: 93.333333% Epoch 12, Batch 123905 -Loss: 0.0933 Validation Accuracy: 93.650794% Epoch 12, Batch 124033 -Loss: 0.1224 Validation Accuracy: 93.083900% Epoch 12, Batch 124161 -Loss: 0.1491 Validation Accuracy: 93.083900% Epoch 12, Batch 124289 -Loss: 0.1478 Validation Accuracy: 92.993197% Epoch 12, Batch 124417 -Loss: 0.1924 Validation Accuracy: 92.857143% Epoch 12, Batch 124545 -Loss: 0.0999 Validation Accuracy: 92.857143% Epoch 12, Batch 124673 -Loss: 0.1380 Validation Accuracy: 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-Loss: 0.0612 Validation Accuracy: 92.811791% Epoch 12, Batch 126721 -Loss: 0.1095 Validation Accuracy: 92.721088% Epoch 12, Batch 126849 -Loss: 0.1838 Validation Accuracy: 92.789116% Epoch 12, Batch 126977 -Loss: 0.0540 Validation Accuracy: 92.562358% Epoch 12, Batch 127105 -Loss: 0.1759 Validation Accuracy: 92.857143% Epoch 12, Batch 127233 -Loss: 0.1024 Validation Accuracy: 92.834467% Epoch 12, Batch 127361 -Loss: 0.0816 Validation Accuracy: 93.061224% Epoch 12, Batch 127489 -Loss: 0.0494 Validation Accuracy: 92.766440% Epoch 12, Batch 127617 -Loss: 0.0381 Validation Accuracy: 93.083900% Epoch 12, Batch 127745 -Loss: 0.0428 Validation Accuracy: 92.585034% Epoch 12, Batch 127873 -Loss: 0.1822 Validation Accuracy: 92.970522% Epoch 12, Batch 128001 -Loss: 0.1134 Validation Accuracy: 92.562358% Epoch 12, Batch 128129 -Loss: 0.0711 Validation Accuracy: 92.743764% Epoch 12, Batch 128257 -Loss: 0.0553 Validation Accuracy: 92.562358% Epoch 12, Batch 128385 -Loss: 0.1167 Validation Accuracy: 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-Loss: 0.1334 Validation Accuracy: 93.764172% Epoch 12, Batch 130433 -Loss: 0.1316 Validation Accuracy: 93.650794% Epoch 12, Batch 130561 -Loss: 0.2030 Validation Accuracy: 93.900227% Epoch 12, Batch 130689 -Loss: 0.1916 Validation Accuracy: 94.036281% Epoch 12, Batch 130817 -Loss: 0.0797 Validation Accuracy: 93.741497% Epoch 12, Batch 130945 -Loss: 0.0442 Validation Accuracy: 94.013605% Epoch 12, Batch 131073 -Loss: 0.1131 Validation Accuracy: 93.809524% Epoch 12, Batch 131201 -Loss: 0.1112 Validation Accuracy: 93.877551% Epoch 12, Batch 131329 -Loss: 0.0932 Validation Accuracy: 93.582766% Epoch 12, Batch 131457 -Loss: 0.1095 Validation Accuracy: 93.356009% Epoch 12, Batch 131585 -Loss: 0.1850 Validation Accuracy: 93.764172% Epoch 12, Batch 131713 -Loss: 0.0941 Validation Accuracy: 93.242630% Epoch 12, Batch 131841 -Loss: 0.0880 Validation Accuracy: 93.605442% Epoch 12, Batch 131969 -Loss: 0.0654 Validation Accuracy: 93.605442% Epoch 12, Batch 132097 -Loss: 0.1498 Validation Accuracy: 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-Loss: 0.0792 Validation Accuracy: 93.265306% Epoch 12, Batch 134145 -Loss: 0.0864 Validation Accuracy: 93.106576% Epoch 12, Batch 134273 -Loss: 0.0845 Validation Accuracy: 92.834467% Epoch 12, Batch 134401 -Loss: 0.1166 Validation Accuracy: 93.038549% Epoch 12, Batch 134529 -Loss: 0.1746 Validation Accuracy: 93.038549% Epoch 12, Batch 134657 -Loss: 0.1069 Validation Accuracy: 92.947846% Epoch 12, Batch 134785 -Loss: 0.1734 Validation Accuracy: 93.242630% Epoch 12, Batch 134913 -Loss: 0.1019 Validation Accuracy: 93.265306% Epoch 12, Batch 135041 -Loss: 0.1283 Validation Accuracy: 93.061224% Epoch 12, Batch 135169 -Loss: 0.1120 Validation Accuracy: 92.721088% Epoch 12, Batch 135297 -Loss: 0.1504 Validation Accuracy: 92.902494% Epoch 12, Batch 135425 -Loss: 0.0992 Validation Accuracy: 93.015873% Epoch 12, Batch 135553 -Loss: 0.0468 Validation Accuracy: 92.766440% Epoch 12, Batch 135681 -Loss: 0.0865 Validation Accuracy: 93.265306% Epoch 12, Batch 135809 -Loss: 0.1586 Validation Accuracy: 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-Loss: 0.1188 Validation Accuracy: 93.582766% Epoch 12, Batch 137857 -Loss: 0.0424 Validation Accuracy: 93.424036% Epoch 12, Batch 137985 -Loss: 0.1295 Validation Accuracy: 93.219955% Epoch 12, Batch 138113 -Loss: 0.0595 Validation Accuracy: 92.902494% Epoch 12, Batch 138241 -Loss: 0.0790 Validation Accuracy: 93.514739% Epoch 12, Batch 138369 -Loss: 0.1132 Validation Accuracy: 93.401361% Epoch 12, Batch 138497 -Loss: 0.0281 Validation Accuracy: 93.129252% Epoch 12, Batch 138625 -Loss: 0.1646 Validation Accuracy: 93.560091% Epoch 12, Batch 138753 -Loss: 0.0284 Validation Accuracy: 93.673469% Epoch 12, Batch 138881 -Loss: 0.0334 Validation Accuracy: 93.696145% Epoch 12, Batch 139009 -Loss: 0.0964 Validation Accuracy: 93.492063% Epoch 12, Batch 139137 -Loss: 0.0724 Validation Accuracy: 92.993197% Epoch 12, Batch 139265 -Loss: 0.0695 Validation Accuracy: 93.469388% Epoch 12, Batch 139393 -Loss: 0.1697 Validation Accuracy: 93.832200% Epoch 12, Batch 139521 -Loss: 0.1656 Validation Accuracy: 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-Loss: 0.1184 Validation Accuracy: 93.287982% Epoch 12, Batch 141569 -Loss: 0.1466 Validation Accuracy: 93.333333% Epoch 12, Batch 141697 -Loss: 0.1557 Validation Accuracy: 93.718821% Epoch 12, Batch 141825 -Loss: 0.1100 Validation Accuracy: 93.446712% Epoch 12, Batch 141953 -Loss: 0.1195 Validation Accuracy: 93.718821% Epoch 12, Batch 142081 -Loss: 0.2954 Validation Accuracy: 93.673469% Epoch 12, Batch 142209 -Loss: 0.0795 Validation Accuracy: 93.424036% Epoch 12, Batch 142337 -Loss: 0.1531 Validation Accuracy: 93.446712% Epoch 12, Batch 142465 -Loss: 0.1026 Validation Accuracy: 93.356009% Epoch 12, Batch 142593 -Loss: 0.0796 Validation Accuracy: 93.356009% Epoch 12, Batch 142721 -Loss: 0.1845 Validation Accuracy: 93.922903% Epoch 12, Batch 142849 -Loss: 0.1176 Validation Accuracy: 93.197279% Epoch 12, Batch 142977 -Loss: 0.1357 Validation Accuracy: 93.446712% Epoch 12, Batch 143105 -Loss: 0.0668 Validation Accuracy: 92.902494% Epoch 12, Batch 143233 -Loss: 0.0716 Validation Accuracy: 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-Loss: 0.1156 Validation Accuracy: 92.993197% Epoch 12, Batch 145281 -Loss: 0.0876 Validation Accuracy: 93.537415% Epoch 12, Batch 145409 -Loss: 0.0166 Validation Accuracy: 93.424036% Epoch 12, Batch 145537 -Loss: 0.0466 Validation Accuracy: 93.628118% Epoch 12, Batch 145665 -Loss: 0.0780 Validation Accuracy: 93.537415% Epoch 12, Batch 145793 -Loss: 0.0545 Validation Accuracy: 93.242630% Epoch 12, Batch 145921 -Loss: 0.1909 Validation Accuracy: 93.469388% Epoch 12, Batch 146049 -Loss: 0.0826 Validation Accuracy: 93.673469% Epoch 12, Batch 146177 -Loss: 0.0673 Validation Accuracy: 93.265306% Epoch 12, Batch 146305 -Loss: 0.1930 Validation Accuracy: 93.446712% Epoch 12, Batch 146433 -Loss: 0.0426 Validation Accuracy: 93.106576% Epoch 12, Batch 146561 -Loss: 0.1335 Validation Accuracy: 93.106576% Epoch 12, Batch 146689 -Loss: 0.0575 Validation Accuracy: 93.038549% Epoch 12, Batch 146817 -Loss: 0.0870 Validation Accuracy: 93.174603% Epoch 12, Batch 146945 -Loss: 0.0625 Validation Accuracy: 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-Loss: 0.0459 Validation Accuracy: 92.698413% Epoch 12, Batch 148993 -Loss: 0.0521 Validation Accuracy: 92.562358% Epoch 12, Batch 149121 -Loss: 0.1078 Validation Accuracy: 93.106576% Epoch 12, Batch 149249 -Loss: 0.2104 Validation Accuracy: 92.834467% Epoch 12, Batch 149377 -Loss: 0.0587 Validation Accuracy: 92.925170% Epoch 12, Batch 149505 -Loss: 0.0940 Validation Accuracy: 92.539683% Epoch 12, Batch 149633 -Loss: 0.1025 Validation Accuracy: 92.358277% Epoch 12, Batch 149761 -Loss: 0.1014 Validation Accuracy: 92.698413% Epoch 12, Batch 149889 -Loss: 0.0361 Validation Accuracy: 93.015873% Epoch 12, Batch 150017 -Loss: 0.0723 Validation Accuracy: 93.265306% Epoch 12, Batch 150145 -Loss: 0.1143 Validation Accuracy: 92.630386% Epoch 12, Batch 150273 -Loss: 0.1676 Validation Accuracy: 92.947846% Epoch 12, Batch 150401 -Loss: 0.0846 Validation Accuracy: 93.605442% Epoch 12, Batch 150529 -Loss: 0.1170 Validation Accuracy: 92.947846% Epoch 12, Batch 150657 -Loss: 0.1642 Validation Accuracy: 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-Loss: 0.0984 Validation Accuracy: 93.356009% Epoch 12, Batch 152705 -Loss: 0.1067 Validation Accuracy: 92.970522% Epoch 12, Batch 152833 -Loss: 0.0616 Validation Accuracy: 93.628118% Epoch 12, Batch 152961 -Loss: 0.0768 Validation Accuracy: 92.993197% Epoch 12, Batch 153089 -Loss: 0.1063 Validation Accuracy: 93.151927% Epoch 12, Batch 153217 -Loss: 0.1259 Validation Accuracy: 93.151927% Epoch 12, Batch 153345 -Loss: 0.1369 Validation Accuracy: 93.446712% Epoch 12, Batch 153473 -Loss: 0.0550 Validation Accuracy: 93.174603% Epoch 12, Batch 153601 -Loss: 0.1618 Validation Accuracy: 93.287982% Epoch 12, Batch 153729 -Loss: 0.0789 Validation Accuracy: 93.219955% Epoch 12, Batch 153857 -Loss: 0.1677 Validation Accuracy: 93.424036% Epoch 12, Batch 153985 -Loss: 0.1085 Validation Accuracy: 93.424036% Epoch 12, Batch 154113 -Loss: 0.1139 Validation Accuracy: 93.174603% Epoch 12, Batch 154241 -Loss: 0.0952 Validation Accuracy: 92.789116% Epoch 12, Batch 154369 -Loss: 0.1915 Validation Accuracy: 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-Loss: 0.0814 Validation Accuracy: 93.129252% Epoch 12, Batch 156417 -Loss: 0.1164 Validation Accuracy: 92.970522% Epoch 12, Batch 156545 -Loss: 0.0542 Validation Accuracy: 92.675737% Epoch 12, Batch 156673 -Loss: 0.1166 Validation Accuracy: 93.129252% Epoch 12, Batch 156801 -Loss: 0.0926 Validation Accuracy: 93.219955% Epoch 12, Batch 156929 -Loss: 0.1855 Validation Accuracy: 93.219955% Epoch 12, Batch 157057 -Loss: 0.0958 Validation Accuracy: 93.015873% Epoch 12, Batch 157185 -Loss: 0.0616 Validation Accuracy: 93.446712% Epoch 12, Batch 157313 -Loss: 0.0406 Validation Accuracy: 93.310658% Epoch 12, Batch 157441 -Loss: 0.1605 Validation Accuracy: 93.287982% Epoch 12, Batch 157569 -Loss: 0.0742 Validation Accuracy: 93.560091% Epoch 12, Batch 157697 -Loss: 0.0729 Validation Accuracy: 92.993197% Epoch 12, Batch 157825 -Loss: 0.1336 Validation Accuracy: 93.378685% Epoch 12, Batch 157953 -Loss: 0.0915 Validation Accuracy: 93.242630% Epoch 12, Batch 158081 -Loss: 0.2063 Validation Accuracy: 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-Loss: 0.1049 Validation Accuracy: 93.129252% Epoch 12, Batch 160129 -Loss: 0.0881 Validation Accuracy: 93.219955% Epoch 12, Batch 160257 -Loss: 0.0678 Validation Accuracy: 93.310658% Epoch 12, Batch 160385 -Loss: 0.0967 Validation Accuracy: 93.333333% Epoch 12, Batch 160513 -Loss: 0.1749 Validation Accuracy: 93.356009% Epoch 12, Batch 160641 -Loss: 0.0633 Validation Accuracy: 93.673469% Epoch 12, Batch 160769 -Loss: 0.0622 Validation Accuracy: 92.879819% Epoch 12, Batch 160897 -Loss: 0.0518 Validation Accuracy: 93.854875% Epoch 12, Batch 161025 -Loss: 0.1251 Validation Accuracy: 93.446712% Epoch 12, Batch 161153 -Loss: 0.2257 Validation Accuracy: 93.537415% Epoch 12, Batch 161281 -Loss: 0.0612 Validation Accuracy: 93.492064% Epoch 12, Batch 161409 -Loss: 0.1997 Validation Accuracy: 93.537415% Epoch 12, Batch 161537 -Loss: 0.1804 Validation Accuracy: 93.764172% Epoch 12, Batch 161665 -Loss: 0.0759 Validation Accuracy: 93.537415% Epoch 12, Batch 161793 -Loss: 0.1488 Validation Accuracy: 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-Loss: 0.1287 Validation Accuracy: 93.469388% Epoch 12, Batch 163841 -Loss: 0.0561 Validation Accuracy: 93.401361% Epoch 12, Batch 163969 -Loss: 0.1882 Validation Accuracy: 93.605442% Epoch 12, Batch 164097 -Loss: 0.0689 Validation Accuracy: 93.424036% Epoch 12, Batch 164225 -Loss: 0.0454 Validation Accuracy: 93.083900% Epoch 12, Batch 164353 -Loss: 0.0528 Validation Accuracy: 93.560091% Epoch 12, Batch 164481 -Loss: 0.1041 Validation Accuracy: 93.718821% Epoch 12, Batch 164609 -Loss: 0.0821 Validation Accuracy: 93.537415% Epoch 12, Batch 164737 -Loss: 0.0496 Validation Accuracy: 93.310658% Epoch 12, Batch 164865 -Loss: 0.0977 Validation Accuracy: 93.174603% Epoch 12, Batch 164993 -Loss: 0.1687 Validation Accuracy: 93.673469% Epoch 12, Batch 165121 -Loss: 0.1287 Validation Accuracy: 93.174603% Epoch 12, Batch 165249 -Loss: 0.0440 Validation Accuracy: 93.582766% Epoch 12, Batch 165377 -Loss: 0.1231 Validation Accuracy: 93.832200% Epoch 12, Batch 165505 -Loss: 0.0906 Validation Accuracy: 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-Loss: 0.0818 Validation Accuracy: 93.356009% Epoch 12, Batch 167553 -Loss: 0.1447 Validation Accuracy: 93.990930% Epoch 12, Batch 167681 -Loss: 0.1228 Validation Accuracy: 94.058957% Epoch 12, Batch 167809 -Loss: 0.0566 Validation Accuracy: 93.696145% Epoch 12, Batch 167937 -Loss: 0.0751 Validation Accuracy: 93.514739% Epoch 12, Batch 168065 -Loss: 0.0674 Validation Accuracy: 93.990930% Epoch 12, Batch 168193 -Loss: 0.0748 Validation Accuracy: 93.537415% Epoch 12, Batch 168321 -Loss: 0.0763 Validation Accuracy: 92.947846% Epoch 12, Batch 168449 -Loss: 0.0447 Validation Accuracy: 93.129252% Epoch 12, Batch 168577 -Loss: 0.0492 Validation Accuracy: 93.832200% Epoch 12, Batch 168705 -Loss: 0.0320 Validation Accuracy: 93.356009% Epoch 12, Batch 168833 -Loss: 0.1281 Validation Accuracy: 93.537415% Epoch 12, Batch 168961 -Loss: 0.1051 Validation Accuracy: 93.673469% Epoch 12, Batch 169089 -Loss: 0.1770 Validation Accuracy: 93.560091% Epoch 12, Batch 169217 -Loss: 0.0828 Validation Accuracy: 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-Loss: 0.1591 Validation Accuracy: 93.741497% Epoch 12, Batch 171265 -Loss: 0.1217 Validation Accuracy: 92.879819% Epoch 12, Batch 171393 -Loss: 0.1272 Validation Accuracy: 92.857143% Epoch 12, Batch 171521 -Loss: 0.0948 Validation Accuracy: 93.242630% Epoch 12, Batch 171649 -Loss: 0.1460 Validation Accuracy: 93.061225% Epoch 12, Batch 171777 -Loss: 0.1159 Validation Accuracy: 92.993197% Epoch 12, Batch 171905 -Loss: 0.0750 Validation Accuracy: 93.401361% Epoch 12, Batch 172033 -Loss: 0.0523 Validation Accuracy: 92.993197% Epoch 12, Batch 172161 -Loss: 0.0336 Validation Accuracy: 93.287982% Epoch 12, Batch 172289 -Loss: 0.1874 Validation Accuracy: 92.947846% Epoch 12, Batch 172417 -Loss: 0.2123 Validation Accuracy: 93.582766% Epoch 12, Batch 172545 -Loss: 0.1373 Validation Accuracy: 93.378685% Epoch 12, Batch 172673 -Loss: 0.0551 Validation Accuracy: 93.356009% Epoch 12, Batch 172801 -Loss: 0.1143 Validation Accuracy: 92.993197% Epoch 12, Batch 172929 -Loss: 0.1658 Validation Accuracy: 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-Loss: 0.1049 Validation Accuracy: 92.947846% Epoch 12, Batch 174977 -Loss: 0.1464 Validation Accuracy: 93.061224% Epoch 12, Batch 175105 -Loss: 0.1850 Validation Accuracy: 93.333333% Epoch 12, Batch 175233 -Loss: 0.1354 Validation Accuracy: 93.628118% Epoch 12, Batch 175361 -Loss: 0.0875 Validation Accuracy: 93.197279% Epoch 12, Batch 175489 -Loss: 0.0334 Validation Accuracy: 93.514739% Epoch 12, Batch 175617 -Loss: 0.0698 Validation Accuracy: 93.378685% Epoch 12, Batch 175745 -Loss: 0.0863 Validation Accuracy: 93.378685% Epoch 12, Batch 175873 -Loss: 0.0875 Validation Accuracy: 93.605442% Epoch 12, Batch 176001 -Loss: 0.1708 Validation Accuracy: 93.718821% Epoch 12, Batch 176129 -Loss: 0.0447 Validation Accuracy: 93.242630% Epoch 12, Batch 176257 -Loss: 0.1387 Validation Accuracy: 92.993197% Epoch 12, Batch 176385 -Loss: 0.1395 Validation Accuracy: 93.514739% Epoch 12, Batch 176513 -Loss: 0.1581 Validation Accuracy: 93.333333% Epoch 12, Batch 176641 -Loss: 0.0805 Validation Accuracy: 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-Loss: 0.1031 Validation Accuracy: 92.993197% Epoch 12, Batch 178689 -Loss: 0.0673 Validation Accuracy: 93.287982% Epoch 12, Batch 178817 -Loss: 0.1220 Validation Accuracy: 93.469388% Epoch 12, Batch 178945 -Loss: 0.1308 Validation Accuracy: 93.401361% Epoch 12, Batch 179073 -Loss: 0.0749 Validation Accuracy: 92.947846% Epoch 12, Batch 179201 -Loss: 0.0287 Validation Accuracy: 93.265306% Epoch 12, Batch 179329 -Loss: 0.1314 Validation Accuracy: 93.537415% Epoch 12, Batch 179457 -Loss: 0.0894 Validation Accuracy: 93.492063% Epoch 12, Batch 179585 -Loss: 0.1455 Validation Accuracy: 93.333333% Epoch 12, Batch 179713 -Loss: 0.1147 Validation Accuracy: 93.061225% Epoch 12, Batch 179841 -Loss: 0.1350 Validation Accuracy: 93.582766% Epoch 12, Batch 179969 -Loss: 0.0806 Validation Accuracy: 93.106576% Epoch 12, Batch 180097 -Loss: 0.0317 Validation Accuracy: 93.219955% Epoch 12, Batch 180225 -Loss: 0.1229 Validation Accuracy: 93.605442% Epoch 12, Batch 180353 -Loss: 0.1196 Validation Accuracy: 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-Loss: 0.1037 Validation Accuracy: 92.698413% Epoch 12, Batch 182401 -Loss: 0.1997 Validation Accuracy: 93.015873% Epoch 12, Batch 182529 -Loss: 0.0742 Validation Accuracy: 93.287982% Epoch 12, Batch 182657 -Loss: 0.0727 Validation Accuracy: 93.492063% Epoch 12, Batch 182785 -Loss: 0.0722 Validation Accuracy: 93.582766% Epoch 12, Batch 182913 -Loss: 0.0257 Validation Accuracy: 93.968254% Epoch 12, Batch 183041 -Loss: 0.1475 Validation Accuracy: 93.015873% Epoch 12, Batch 183169 -Loss: 0.0736 Validation Accuracy: 93.038549% Epoch 12, Batch 183297 -Loss: 0.0963 Validation Accuracy: 93.310658% Epoch 12, Batch 183425 -Loss: 0.0680 Validation Accuracy: 93.378685% Epoch 12, Batch 183553 -Loss: 0.0547 Validation Accuracy: 93.310658% Epoch 12, Batch 183681 -Loss: 0.1592 Validation Accuracy: 93.900227% Epoch 12, Batch 183809 -Loss: 0.0995 Validation Accuracy: 93.537415% Epoch 12, Batch 183937 -Loss: 0.0934 Validation Accuracy: 93.242630% Epoch 12, Batch 184065 -Loss: 0.0980 Validation Accuracy: 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-Loss: 0.0486 Validation Accuracy: 93.015873% Epoch 12, Batch 186113 -Loss: 0.1311 Validation Accuracy: 92.380952% Epoch 12, Batch 186241 -Loss: 0.1514 Validation Accuracy: 92.879819% Epoch 12, Batch 186369 -Loss: 0.0482 Validation Accuracy: 92.766440% Epoch 12, Batch 186497 -Loss: 0.1716 Validation Accuracy: 92.199547% Epoch 12, Batch 186625 -Loss: 0.1123 Validation Accuracy: 92.607710% Epoch 12, Batch 186753 -Loss: 0.1331 Validation Accuracy: 92.743764% Epoch 12, Batch 186881 -Loss: 0.0910 Validation Accuracy: 92.494331% Epoch 12, Batch 187009 -Loss: 0.0810 Validation Accuracy: 92.789116% Epoch 12, Batch 187137 -Loss: 0.1334 Validation Accuracy: 92.811791% Epoch 12, Batch 187265 -Loss: 0.0959 Validation Accuracy: 92.562358% Epoch 12, Batch 187393 -Loss: 0.0440 Validation Accuracy: 92.630385% Epoch 12, Batch 187521 -Loss: 0.0751 Validation Accuracy: 92.902494% Epoch 12, Batch 187649 -Loss: 0.0812 Validation Accuracy: 92.653061% Epoch 12, Batch 187777 -Loss: 0.1812 Validation Accuracy: 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-Loss: 0.0982 Validation Accuracy: 92.562358% Epoch 12, Batch 189825 -Loss: 0.1108 Validation Accuracy: 92.698413% Epoch 12, Batch 189953 -Loss: 0.0457 Validation Accuracy: 92.721088% Epoch 12, Batch 190081 -Loss: 0.1202 Validation Accuracy: 92.222222% Epoch 12, Batch 190209 -Loss: 0.0975 Validation Accuracy: 93.038549% Epoch 12, Batch 190337 -Loss: 0.1911 Validation Accuracy: 92.494331% Epoch 12, Batch 190465 -Loss: 0.0858 Validation Accuracy: 92.721088% Epoch 12, Batch 190593 -Loss: 0.0597 Validation Accuracy: 92.789116% Epoch 12, Batch 190721 -Loss: 0.1474 Validation Accuracy: 93.401361% Epoch 12, Batch 190849 -Loss: 0.0612 Validation Accuracy: 92.925170% Epoch 12, Batch 190977 -Loss: 0.0386 Validation Accuracy: 92.789116% Epoch 12, Batch 191105 -Loss: 0.0889 Validation Accuracy: 93.333333% Epoch 12, Batch 191233 -Loss: 0.2917 Validation Accuracy: 93.219955% Epoch 12, Batch 191361 -Loss: 0.1523 Validation Accuracy: 93.446712% Epoch 12, Batch 191489 -Loss: 0.2230 Validation Accuracy: 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-Loss: 0.2274 Validation Accuracy: 93.038549% Epoch 12, Batch 193537 -Loss: 0.2399 Validation Accuracy: 93.174603% Epoch 12, Batch 193665 -Loss: 0.1820 Validation Accuracy: 93.083900% Epoch 12, Batch 193793 -Loss: 0.1263 Validation Accuracy: 92.902494% Epoch 12, Batch 193921 -Loss: 0.0534 Validation Accuracy: 93.129252% Epoch 12, Batch 194049 -Loss: 0.0908 Validation Accuracy: 93.174603% Epoch 12, Batch 194177 -Loss: 0.1306 Validation Accuracy: 93.378685% Epoch 12, Batch 194305 -Loss: 0.0931 Validation Accuracy: 93.265306% Epoch 12, Batch 194433 -Loss: 0.1013 Validation Accuracy: 93.310658% Epoch 12, Batch 194561 -Loss: 0.0921 Validation Accuracy: 93.492064% Epoch 12, Batch 194689 -Loss: 0.0752 Validation Accuracy: 93.219955% Epoch 12, Batch 194817 -Loss: 0.1281 Validation Accuracy: 93.628118% Epoch 12, Batch 194945 -Loss: 0.1079 Validation Accuracy: 93.197279% Epoch 12, Batch 195073 -Loss: 0.0396 Validation Accuracy: 93.106576% Epoch 12, Batch 195201 -Loss: 0.0981 Validation Accuracy: 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-Loss: 0.0761 Validation Accuracy: 93.174603% Epoch 12, Batch 200961 -Loss: 0.1177 Validation Accuracy: 92.403628% Epoch 12, Batch 201089 -Loss: 0.1522 Validation Accuracy: 92.993197% Epoch 12, Batch 201217 -Loss: 0.1336 Validation Accuracy: 93.356009% Epoch 12, Batch 201345 -Loss: 0.1059 Validation Accuracy: 92.947846% Epoch 12, Batch 201473 -Loss: 0.0521 Validation Accuracy: 93.151927% Epoch 12, Batch 201601 -Loss: 0.2158 Validation Accuracy: 93.083900% Epoch 12, Batch 201729 -Loss: 0.1615 Validation Accuracy: 93.469388% Epoch 12, Batch 201857 -Loss: 0.0807 Validation Accuracy: 92.517007% Epoch 12, Batch 201985 -Loss: 0.0867 Validation Accuracy: 93.197279% Epoch 12, Batch 202113 -Loss: 0.0485 Validation Accuracy: 93.061225% Epoch 12, Batch 202241 -Loss: 0.1545 Validation Accuracy: 93.015873% Epoch 12, Batch 202369 -Loss: 0.1358 Validation Accuracy: 92.380952% Epoch 12, Batch 202497 -Loss: 0.0502 Validation Accuracy: 92.539683% Epoch 12, Batch 202625 -Loss: 0.1617 Validation Accuracy: 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-Loss: 0.1221 Validation Accuracy: 93.242630% Epoch 13, Batch 91649 -Loss: 0.0741 Validation Accuracy: 93.424036% Epoch 13, Batch 91777 -Loss: 0.1911 Validation Accuracy: 93.174603% Epoch 13, Batch 91905 -Loss: 0.1324 Validation Accuracy: 93.219955% Epoch 13, Batch 92033 -Loss: 0.0943 Validation Accuracy: 93.356009% Epoch 13, Batch 92161 -Loss: 0.1177 Validation Accuracy: 93.061225% Epoch 13, Batch 92289 -Loss: 0.0803 Validation Accuracy: 93.197279% Epoch 13, Batch 92417 -Loss: 0.0493 Validation Accuracy: 93.514739% Epoch 13, Batch 92545 -Loss: 0.0533 Validation Accuracy: 93.560091% Epoch 13, Batch 92673 -Loss: 0.1465 Validation Accuracy: 93.628118% Epoch 13, Batch 92801 -Loss: 0.0519 Validation Accuracy: 93.265306% Epoch 13, Batch 92929 -Loss: 0.1262 Validation Accuracy: 93.378685% Epoch 13, Batch 93057 -Loss: 0.0900 Validation Accuracy: 93.605442% Epoch 13, Batch 93185 -Loss: 0.0593 Validation Accuracy: 93.265306% Epoch 13, Batch 93313 -Loss: 0.0849 Validation Accuracy: 93.356009% 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-Loss: 0.0794 Validation Accuracy: 93.424036% Epoch 13, Batch 138113 -Loss: 0.0896 Validation Accuracy: 93.242630% Epoch 13, Batch 138241 -Loss: 0.0321 Validation Accuracy: 93.219955% Epoch 13, Batch 138369 -Loss: 0.1066 Validation Accuracy: 93.174603% Epoch 13, Batch 138497 -Loss: 0.0481 Validation Accuracy: 93.560091% Epoch 13, Batch 138625 -Loss: 0.0798 Validation Accuracy: 93.356009% Epoch 13, Batch 138753 -Loss: 0.0474 Validation Accuracy: 93.151927% Epoch 13, Batch 138881 -Loss: 0.1851 Validation Accuracy: 93.537415% Epoch 13, Batch 139009 -Loss: 0.0549 Validation Accuracy: 93.015873% Epoch 13, Batch 139137 -Loss: 0.1135 Validation Accuracy: 93.197279% Epoch 13, Batch 139265 -Loss: 0.0687 Validation Accuracy: 92.834467% Epoch 13, Batch 139393 -Loss: 0.1374 Validation Accuracy: 92.675737% Epoch 13, Batch 139521 -Loss: 0.1137 Validation Accuracy: 93.673469% Epoch 13, Batch 139649 -Loss: 0.0672 Validation Accuracy: 93.764172% Epoch 13, Batch 139777 -Loss: 0.0862 Validation Accuracy: 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-Loss: 0.0905 Validation Accuracy: 92.834467% Epoch 13, Batch 141825 -Loss: 0.0715 Validation Accuracy: 92.743764% Epoch 13, Batch 141953 -Loss: 0.1647 Validation Accuracy: 93.174603% Epoch 13, Batch 142081 -Loss: 0.0372 Validation Accuracy: 92.585034% Epoch 13, Batch 142209 -Loss: 0.0899 Validation Accuracy: 92.857143% Epoch 13, Batch 142337 -Loss: 0.1031 Validation Accuracy: 92.902494% Epoch 13, Batch 142465 -Loss: 0.0867 Validation Accuracy: 92.517007% Epoch 13, Batch 142593 -Loss: 0.1121 Validation Accuracy: 93.038549% Epoch 13, Batch 142721 -Loss: 0.0617 Validation Accuracy: 92.857143% Epoch 13, Batch 142849 -Loss: 0.1420 Validation Accuracy: 93.446712% Epoch 13, Batch 142977 -Loss: 0.0892 Validation Accuracy: 93.197279% Epoch 13, Batch 143105 -Loss: 0.0753 Validation Accuracy: 93.083900% Epoch 13, Batch 143233 -Loss: 0.0604 Validation Accuracy: 92.902494% Epoch 13, Batch 143361 -Loss: 0.0515 Validation Accuracy: 93.061224% Epoch 13, Batch 143489 -Loss: 0.0593 Validation Accuracy: 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-Loss: 0.0854 Validation Accuracy: 92.403628% Epoch 13, Batch 145537 -Loss: 0.0797 Validation Accuracy: 91.995465% Epoch 13, Batch 145665 -Loss: 0.2409 Validation Accuracy: 93.083900% Epoch 13, Batch 145793 -Loss: 0.0910 Validation Accuracy: 93.174603% Epoch 13, Batch 145921 -Loss: 0.1160 Validation Accuracy: 92.993197% Epoch 13, Batch 146049 -Loss: 0.1164 Validation Accuracy: 93.129252% Epoch 13, Batch 146177 -Loss: 0.0985 Validation Accuracy: 93.129252% Epoch 13, Batch 146305 -Loss: 0.0250 Validation Accuracy: 93.764172% Epoch 13, Batch 146433 -Loss: 0.0718 Validation Accuracy: 93.628118% Epoch 13, Batch 146561 -Loss: 0.0446 Validation Accuracy: 93.718821% Epoch 13, Batch 146689 -Loss: 0.0849 Validation Accuracy: 93.378685% Epoch 13, Batch 146817 -Loss: 0.0958 Validation Accuracy: 92.789116% Epoch 13, Batch 146945 -Loss: 0.1690 Validation Accuracy: 93.446712% Epoch 13, Batch 147073 -Loss: 0.1712 Validation Accuracy: 93.083900% Epoch 13, Batch 147201 -Loss: 0.0860 Validation Accuracy: 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-Loss: 0.1386 Validation Accuracy: 93.219955% Epoch 13, Batch 149249 -Loss: 0.0429 Validation Accuracy: 93.310658% Epoch 13, Batch 149377 -Loss: 0.1556 Validation Accuracy: 93.333333% Epoch 13, Batch 149505 -Loss: 0.0623 Validation Accuracy: 93.378685% Epoch 13, Batch 149633 -Loss: 0.0712 Validation Accuracy: 93.310658% Epoch 13, Batch 149761 -Loss: 0.1112 Validation Accuracy: 93.015873% Epoch 13, Batch 149889 -Loss: 0.1049 Validation Accuracy: 92.630386% Epoch 13, Batch 150017 -Loss: 0.1377 Validation Accuracy: 93.356009% Epoch 13, Batch 150145 -Loss: 0.0630 Validation Accuracy: 93.151927% Epoch 13, Batch 150273 -Loss: 0.0259 Validation Accuracy: 93.197279% Epoch 13, Batch 150401 -Loss: 0.1229 Validation Accuracy: 93.333333% Epoch 13, Batch 150529 -Loss: 0.0447 Validation Accuracy: 92.993197% Epoch 13, Batch 150657 -Loss: 0.1977 Validation Accuracy: 92.834467% Epoch 13, Batch 150785 -Loss: 0.1008 Validation Accuracy: 93.197279% Epoch 13, Batch 150913 -Loss: 0.0597 Validation Accuracy: 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-Loss: 0.1476 Validation Accuracy: 93.673469% Epoch 13, Batch 152961 -Loss: 0.1035 Validation Accuracy: 93.809524% Epoch 13, Batch 153089 -Loss: 0.1650 Validation Accuracy: 93.492063% Epoch 13, Batch 153217 -Loss: 0.1462 Validation Accuracy: 93.083900% Epoch 13, Batch 153345 -Loss: 0.0907 Validation Accuracy: 93.038549% Epoch 13, Batch 153473 -Loss: 0.1083 Validation Accuracy: 93.287982% Epoch 13, Batch 153601 -Loss: 0.1166 Validation Accuracy: 93.492063% Epoch 13, Batch 153729 -Loss: 0.1319 Validation Accuracy: 93.061224% Epoch 13, Batch 153857 -Loss: 0.1483 Validation Accuracy: 93.492063% Epoch 13, Batch 153985 -Loss: 0.1993 Validation Accuracy: 93.333333% Epoch 13, Batch 154113 -Loss: 0.0642 Validation Accuracy: 93.673469% Epoch 13, Batch 154241 -Loss: 0.1077 Validation Accuracy: 93.582766% Epoch 13, Batch 154369 -Loss: 0.1118 Validation Accuracy: 93.877551% Epoch 13, Batch 154497 -Loss: 0.0627 Validation Accuracy: 93.265306% Epoch 13, Batch 154625 -Loss: 0.0261 Validation Accuracy: 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-Loss: 0.1255 Validation Accuracy: 93.287982% Epoch 13, Batch 156673 -Loss: 0.0644 Validation Accuracy: 93.446712% Epoch 13, Batch 156801 -Loss: 0.0693 Validation Accuracy: 93.356009% Epoch 13, Batch 156929 -Loss: 0.0502 Validation Accuracy: 93.083900% Epoch 13, Batch 157057 -Loss: 0.1564 Validation Accuracy: 92.993197% Epoch 13, Batch 157185 -Loss: 0.0517 Validation Accuracy: 93.106576% Epoch 13, Batch 157313 -Loss: 0.0663 Validation Accuracy: 93.197279% Epoch 13, Batch 157441 -Loss: 0.1002 Validation Accuracy: 93.151927% Epoch 13, Batch 157569 -Loss: 0.0425 Validation Accuracy: 93.219955% Epoch 13, Batch 157697 -Loss: 0.1381 Validation Accuracy: 93.129252% Epoch 13, Batch 157825 -Loss: 0.0411 Validation Accuracy: 93.446712% Epoch 13, Batch 157953 -Loss: 0.0608 Validation Accuracy: 93.582766% Epoch 13, Batch 158081 -Loss: 0.1101 Validation Accuracy: 93.287982% Epoch 13, Batch 158209 -Loss: 0.0535 Validation Accuracy: 93.537415% Epoch 13, Batch 158337 -Loss: 0.1375 Validation Accuracy: 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-Loss: 0.0404 Validation Accuracy: 93.174603% Epoch 13, Batch 160385 -Loss: 0.0775 Validation Accuracy: 92.879819% Epoch 13, Batch 160513 -Loss: 0.0734 Validation Accuracy: 93.310658% Epoch 13, Batch 160641 -Loss: 0.0845 Validation Accuracy: 93.446712% Epoch 13, Batch 160769 -Loss: 0.0293 Validation Accuracy: 92.811791% Epoch 13, Batch 160897 -Loss: 0.0730 Validation Accuracy: 93.628118% Epoch 13, Batch 161025 -Loss: 0.0627 Validation Accuracy: 93.129252% Epoch 13, Batch 161153 -Loss: 0.1354 Validation Accuracy: 93.673469% Epoch 13, Batch 161281 -Loss: 0.0658 Validation Accuracy: 93.650794% Epoch 13, Batch 161409 -Loss: 0.1623 Validation Accuracy: 93.786848% Epoch 13, Batch 161537 -Loss: 0.0860 Validation Accuracy: 93.628118% Epoch 13, Batch 161665 -Loss: 0.1313 Validation Accuracy: 93.854875% Epoch 13, Batch 161793 -Loss: 0.0536 Validation Accuracy: 93.151927% Epoch 13, Batch 161921 -Loss: 0.1496 Validation Accuracy: 93.877551% Epoch 13, Batch 162049 -Loss: 0.1092 Validation Accuracy: 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-Loss: 0.0622 Validation Accuracy: 93.492063% Epoch 13, Batch 164097 -Loss: 0.1915 Validation Accuracy: 94.013605% Epoch 13, Batch 164225 -Loss: 0.0943 Validation Accuracy: 93.786848% Epoch 13, Batch 164353 -Loss: 0.0496 Validation Accuracy: 93.537415% Epoch 13, Batch 164481 -Loss: 0.1646 Validation Accuracy: 93.718821% Epoch 13, Batch 164609 -Loss: 0.1245 Validation Accuracy: 93.877551% Epoch 13, Batch 164737 -Loss: 0.1189 Validation Accuracy: 93.832200% Epoch 13, Batch 164865 -Loss: 0.2042 Validation Accuracy: 94.149660% Epoch 13, Batch 164993 -Loss: 0.1053 Validation Accuracy: 93.718821% Epoch 13, Batch 165121 -Loss: 0.1282 Validation Accuracy: 93.605442% Epoch 13, Batch 165249 -Loss: 0.0549 Validation Accuracy: 93.015873% Epoch 13, Batch 165377 -Loss: 0.1402 Validation Accuracy: 93.174603% Epoch 13, Batch 165505 -Loss: 0.1623 Validation Accuracy: 93.968254% Epoch 13, Batch 165633 -Loss: 0.1095 Validation Accuracy: 93.242630% Epoch 13, Batch 165761 -Loss: 0.1409 Validation Accuracy: 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-Loss: 0.0722 Validation Accuracy: 93.356009% Epoch 13, Batch 167809 -Loss: 0.0611 Validation Accuracy: 92.766440% Epoch 13, Batch 167937 -Loss: 0.1038 Validation Accuracy: 93.083900% Epoch 13, Batch 168065 -Loss: 0.1414 Validation Accuracy: 93.038549% Epoch 13, Batch 168193 -Loss: 0.0778 Validation Accuracy: 93.015873% Epoch 13, Batch 168321 -Loss: 0.1055 Validation Accuracy: 93.197279% Epoch 13, Batch 168449 -Loss: 0.1325 Validation Accuracy: 93.083900% Epoch 13, Batch 168577 -Loss: 0.0226 Validation Accuracy: 93.151927% Epoch 13, Batch 168705 -Loss: 0.0518 Validation Accuracy: 93.151927% Epoch 13, Batch 168833 -Loss: 0.0332 Validation Accuracy: 93.242630% Epoch 13, Batch 168961 -Loss: 0.0159 Validation Accuracy: 93.356009% Epoch 13, Batch 169089 -Loss: 0.0691 Validation Accuracy: 93.877551% Epoch 13, Batch 169217 -Loss: 0.1283 Validation Accuracy: 93.333333% Epoch 13, Batch 169345 -Loss: 0.0655 Validation Accuracy: 93.582766% Epoch 13, Batch 169473 -Loss: 0.1132 Validation Accuracy: 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-Loss: 0.0747 Validation Accuracy: 92.222222% Epoch 14, Batch 63745 -Loss: 0.1086 Validation Accuracy: 92.721088% Epoch 14, Batch 63873 -Loss: 0.0831 Validation Accuracy: 92.176871% Epoch 14, Batch 64001 -Loss: 0.0411 Validation Accuracy: 92.698413% Epoch 14, Batch 64129 -Loss: 0.1426 Validation Accuracy: 92.834467% Epoch 14, Batch 64257 -Loss: 0.1473 Validation Accuracy: 92.358277% Epoch 14, Batch 64385 -Loss: 0.0566 Validation Accuracy: 92.199546% Epoch 14, Batch 64513 -Loss: 0.0520 Validation Accuracy: 92.539683% Epoch 14, Batch 64641 -Loss: 0.0522 Validation Accuracy: 92.925170% Epoch 14, Batch 64769 -Loss: 0.0866 Validation Accuracy: 92.471655% Epoch 14, Batch 64897 -Loss: 0.1081 Validation Accuracy: 92.312925% Epoch 14, Batch 65025 -Loss: 0.0540 Validation Accuracy: 92.403628% Epoch 14, Batch 65153 -Loss: 0.1224 Validation Accuracy: 92.925170% Epoch 14, Batch 65281 -Loss: 0.0412 Validation Accuracy: 92.947846% Epoch 14, Batch 65409 -Loss: 0.0440 Validation Accuracy: 92.630385% 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-Loss: 0.0766 Validation Accuracy: 92.698413% Epoch 14, Batch 80641 -Loss: 0.1116 Validation Accuracy: 92.494331% Epoch 14, Batch 80769 -Loss: 0.0421 Validation Accuracy: 92.517007% Epoch 14, Batch 80897 -Loss: 0.0679 Validation Accuracy: 92.380952% Epoch 14, Batch 81025 -Loss: 0.1355 Validation Accuracy: 92.267574% Epoch 14, Batch 81153 -Loss: 0.0950 Validation Accuracy: 92.040816% Epoch 14, Batch 81281 -Loss: 0.0815 Validation Accuracy: 92.267574% Epoch 14, Batch 81409 -Loss: 0.1800 Validation Accuracy: 92.108844% Epoch 14, Batch 81537 -Loss: 0.0310 Validation Accuracy: 92.290249% Epoch 14, Batch 81665 -Loss: 0.1368 Validation Accuracy: 92.721088% Epoch 14, Batch 81793 -Loss: 0.1234 Validation Accuracy: 92.721088% Epoch 14, Batch 81921 -Loss: 0.0640 Validation Accuracy: 92.834467% Epoch 14, Batch 82049 -Loss: 0.0708 Validation Accuracy: 92.970522% Epoch 14, Batch 82177 -Loss: 0.0889 Validation Accuracy: 92.947846% Epoch 14, Batch 82305 -Loss: 0.1185 Validation Accuracy: 93.378685% 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-Loss: 0.0975 Validation Accuracy: 93.197279% Epoch 14, Batch 86273 -Loss: 0.0322 Validation Accuracy: 92.290249% Epoch 14, Batch 86401 -Loss: 0.0951 Validation Accuracy: 92.993197% Epoch 14, Batch 86529 -Loss: 0.0641 Validation Accuracy: 92.811791% Epoch 14, Batch 86657 -Loss: 0.0740 Validation Accuracy: 92.947846% Epoch 14, Batch 86785 -Loss: 0.1018 Validation Accuracy: 92.857143% Epoch 14, Batch 86913 -Loss: 0.1443 Validation Accuracy: 92.766440% Epoch 14, Batch 87041 -Loss: 0.1061 Validation Accuracy: 92.925170% Epoch 14, Batch 87169 -Loss: 0.0526 Validation Accuracy: 93.038549% Epoch 14, Batch 87297 -Loss: 0.0440 Validation Accuracy: 92.494331% Epoch 14, Batch 87425 -Loss: 0.0869 Validation Accuracy: 92.471655% Epoch 14, Batch 87553 -Loss: 0.1156 Validation Accuracy: 92.517007% Epoch 14, Batch 87681 -Loss: 0.0673 Validation Accuracy: 91.950113% Epoch 14, Batch 87809 -Loss: 0.1635 Validation Accuracy: 92.607710% Epoch 14, Batch 87937 -Loss: 0.0983 Validation Accuracy: 92.426304% 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-Loss: 0.1559 Validation Accuracy: 93.061224% Epoch 14, Batch 91905 -Loss: 0.0415 Validation Accuracy: 92.970522% Epoch 14, Batch 92033 -Loss: 0.1496 Validation Accuracy: 93.038549% Epoch 14, Batch 92161 -Loss: 0.1121 Validation Accuracy: 93.356009% Epoch 14, Batch 92289 -Loss: 0.0732 Validation Accuracy: 92.857143% Epoch 14, Batch 92417 -Loss: 0.0692 Validation Accuracy: 92.789116% Epoch 14, Batch 92545 -Loss: 0.0932 Validation Accuracy: 92.947846% Epoch 14, Batch 92673 -Loss: 0.1616 Validation Accuracy: 93.083900% Epoch 14, Batch 92801 -Loss: 0.0978 Validation Accuracy: 92.970522% Epoch 14, Batch 92929 -Loss: 0.0998 Validation Accuracy: 92.630386% Epoch 14, Batch 93057 -Loss: 0.0681 Validation Accuracy: 92.789116% Epoch 14, Batch 93185 -Loss: 0.0762 Validation Accuracy: 92.970522% Epoch 14, Batch 93313 -Loss: 0.0602 Validation Accuracy: 92.902494% Epoch 14, Batch 93441 -Loss: 0.0609 Validation Accuracy: 92.879819% Epoch 14, Batch 93569 -Loss: 0.1728 Validation Accuracy: 93.106576% 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-Loss: 0.1141 Validation Accuracy: 93.650794% Epoch 14, Batch 97537 -Loss: 0.0856 Validation Accuracy: 93.015873% Epoch 14, Batch 97665 -Loss: 0.1191 Validation Accuracy: 92.947846% Epoch 14, Batch 97793 -Loss: 0.1057 Validation Accuracy: 93.151927% Epoch 14, Batch 97921 -Loss: 0.0744 Validation Accuracy: 93.832200% Epoch 14, Batch 98049 -Loss: 0.0906 Validation Accuracy: 93.582766% Epoch 14, Batch 98177 -Loss: 0.0874 Validation Accuracy: 93.492064% Epoch 14, Batch 98305 -Loss: 0.0693 Validation Accuracy: 93.333333% Epoch 14, Batch 98433 -Loss: 0.0280 Validation Accuracy: 93.333333% Epoch 14, Batch 98561 -Loss: 0.1038 Validation Accuracy: 93.582766% Epoch 14, Batch 98689 -Loss: 0.0768 Validation Accuracy: 93.287982% Epoch 14, Batch 98817 -Loss: 0.0776 Validation Accuracy: 93.401361% Epoch 14, Batch 98945 -Loss: 0.0911 Validation Accuracy: 93.537415% Epoch 14, Batch 99073 -Loss: 0.1171 Validation Accuracy: 93.537415% Epoch 14, Batch 99201 -Loss: 0.0990 Validation Accuracy: 93.106576% 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Validation Accuracy: 93.537415% Epoch 14, Batch 101249 -Loss: 0.1467 Validation Accuracy: 92.653061% Epoch 14, Batch 101377 -Loss: 0.0842 Validation Accuracy: 92.902494% Epoch 14, Batch 101505 -Loss: 0.0617 Validation Accuracy: 93.718821% Epoch 14, Batch 101633 -Loss: 0.1113 Validation Accuracy: 92.834467% Epoch 14, Batch 101761 -Loss: 0.1274 Validation Accuracy: 93.287982% Epoch 14, Batch 101889 -Loss: 0.0681 Validation Accuracy: 93.356009% Epoch 14, Batch 102017 -Loss: 0.2150 Validation Accuracy: 92.721088% Epoch 14, Batch 102145 -Loss: 0.1667 Validation Accuracy: 93.265306% Epoch 14, Batch 102273 -Loss: 0.0545 Validation Accuracy: 93.106576% Epoch 14, Batch 102401 -Loss: 0.0357 Validation Accuracy: 93.174603% Epoch 14, Batch 102529 -Loss: 0.0441 Validation Accuracy: 93.333333% Epoch 14, Batch 102657 -Loss: 0.1185 Validation Accuracy: 92.766440% Epoch 14, Batch 102785 -Loss: 0.1860 Validation Accuracy: 92.834467% Epoch 14, Batch 102913 -Loss: 0.0939 Validation Accuracy: 92.766440% 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-Loss: 0.1722 Validation Accuracy: 92.653061% Epoch 14, Batch 108673 -Loss: 0.1218 Validation Accuracy: 92.630385% Epoch 14, Batch 108801 -Loss: 0.0879 Validation Accuracy: 92.290249% Epoch 14, Batch 108929 -Loss: 0.1296 Validation Accuracy: 92.743764% Epoch 14, Batch 109057 -Loss: 0.0718 Validation Accuracy: 92.630385% Epoch 14, Batch 109185 -Loss: 0.0277 Validation Accuracy: 92.857143% Epoch 14, Batch 109313 -Loss: 0.0781 Validation Accuracy: 92.653061% Epoch 14, Batch 109441 -Loss: 0.0683 Validation Accuracy: 93.265306% Epoch 14, Batch 109569 -Loss: 0.1140 Validation Accuracy: 93.129252% Epoch 14, Batch 109697 -Loss: 0.0819 Validation Accuracy: 92.517007% Epoch 14, Batch 109825 -Loss: 0.0741 Validation Accuracy: 92.970522% Epoch 14, Batch 109953 -Loss: 0.2056 Validation Accuracy: 92.448980% Epoch 14, Batch 110081 -Loss: 0.0938 Validation Accuracy: 92.947846% Epoch 14, Batch 110209 -Loss: 0.0961 Validation Accuracy: 92.811791% Epoch 14, Batch 110337 -Loss: 0.0875 Validation Accuracy: 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-Loss: 0.0564 Validation Accuracy: 93.061225% Epoch 14, Batch 112385 -Loss: 0.0193 Validation Accuracy: 93.378685% Epoch 14, Batch 112513 -Loss: 0.0905 Validation Accuracy: 93.197279% Epoch 14, Batch 112641 -Loss: 0.1468 Validation Accuracy: 93.197279% Epoch 14, Batch 112769 -Loss: 0.2107 Validation Accuracy: 93.287982% Epoch 14, Batch 112897 -Loss: 0.1487 Validation Accuracy: 93.628118% Epoch 14, Batch 113025 -Loss: 0.1165 Validation Accuracy: 93.605442% Epoch 14, Batch 113153 -Loss: 0.0791 Validation Accuracy: 93.582766% Epoch 14, Batch 113281 -Loss: 0.0772 Validation Accuracy: 93.378685% Epoch 14, Batch 113409 -Loss: 0.0965 Validation Accuracy: 93.015873% Epoch 14, Batch 113537 -Loss: 0.1034 Validation Accuracy: 93.492064% Epoch 14, Batch 113665 -Loss: 0.1250 Validation Accuracy: 93.673469% Epoch 14, Batch 113793 -Loss: 0.0302 Validation Accuracy: 93.265306% Epoch 14, Batch 113921 -Loss: 0.0644 Validation Accuracy: 93.083900% Epoch 14, Batch 114049 -Loss: 0.1147 Validation Accuracy: 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-Loss: 0.1342 Validation Accuracy: 93.514739% Epoch 14, Batch 116097 -Loss: 0.1704 Validation Accuracy: 93.356009% Epoch 14, Batch 116225 -Loss: 0.0924 Validation Accuracy: 93.492064% Epoch 14, Batch 116353 -Loss: 0.0262 Validation Accuracy: 93.378685% Epoch 14, Batch 116481 -Loss: 0.1132 Validation Accuracy: 93.718821% Epoch 14, Batch 116609 -Loss: 0.1300 Validation Accuracy: 92.834467% Epoch 14, Batch 116737 -Loss: 0.1667 Validation Accuracy: 93.151927% Epoch 14, Batch 116865 -Loss: 0.1365 Validation Accuracy: 93.061224% Epoch 14, Batch 116993 -Loss: 0.1074 Validation Accuracy: 93.197279% Epoch 14, Batch 117121 -Loss: 0.1795 Validation Accuracy: 92.993197% Epoch 14, Batch 117249 -Loss: 0.0869 Validation Accuracy: 93.333333% Epoch 14, Batch 117377 -Loss: 0.0524 Validation Accuracy: 93.492064% Epoch 14, Batch 117505 -Loss: 0.1600 Validation Accuracy: 93.446712% Epoch 14, Batch 117633 -Loss: 0.1390 Validation Accuracy: 93.242630% Epoch 14, Batch 117761 -Loss: 0.0378 Validation Accuracy: 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-Loss: 0.0682 Validation Accuracy: 93.424036% Epoch 14, Batch 119809 -Loss: 0.0644 Validation Accuracy: 93.061224% Epoch 14, Batch 119937 -Loss: 0.0788 Validation Accuracy: 93.151927% Epoch 14, Batch 120065 -Loss: 0.1595 Validation Accuracy: 93.129252% Epoch 14, Batch 120193 -Loss: 0.0297 Validation Accuracy: 93.129252% Epoch 14, Batch 120321 -Loss: 0.1366 Validation Accuracy: 93.242630% Epoch 14, Batch 120449 -Loss: 0.0620 Validation Accuracy: 93.356009% Epoch 14, Batch 120577 -Loss: 0.1121 Validation Accuracy: 93.129252% Epoch 14, Batch 120705 -Loss: 0.0636 Validation Accuracy: 93.265306% Epoch 14, Batch 120833 -Loss: 0.0306 Validation Accuracy: 93.015873% Epoch 14, Batch 120961 -Loss: 0.1122 Validation Accuracy: 92.834467% Epoch 14, Batch 121089 -Loss: 0.1917 Validation Accuracy: 93.242630% Epoch 14, Batch 121217 -Loss: 0.0868 Validation Accuracy: 92.698413% Epoch 14, Batch 121345 -Loss: 0.0736 Validation Accuracy: 93.378685% Epoch 14, Batch 121473 -Loss: 0.0735 Validation Accuracy: 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-Loss: 0.0905 Validation Accuracy: 92.947846% Epoch 14, Batch 123521 -Loss: 0.0407 Validation Accuracy: 93.083900% Epoch 14, Batch 123649 -Loss: 0.1146 Validation Accuracy: 92.947846% Epoch 14, Batch 123777 -Loss: 0.0962 Validation Accuracy: 93.106576% Epoch 14, Batch 123905 -Loss: 0.0756 Validation Accuracy: 92.902494% Epoch 14, Batch 124033 -Loss: 0.0493 Validation Accuracy: 92.607710% Epoch 14, Batch 124161 -Loss: 0.1584 Validation Accuracy: 92.993197% Epoch 14, Batch 124289 -Loss: 0.1631 Validation Accuracy: 92.947846% Epoch 14, Batch 124417 -Loss: 0.1051 Validation Accuracy: 92.789116% Epoch 14, Batch 124545 -Loss: 0.1522 Validation Accuracy: 92.970522% Epoch 14, Batch 124673 -Loss: 0.0401 Validation Accuracy: 92.403628% Epoch 14, Batch 124801 -Loss: 0.0726 Validation Accuracy: 93.197279% Epoch 14, Batch 124929 -Loss: 0.1736 Validation Accuracy: 92.721088% Epoch 14, Batch 125057 -Loss: 0.1194 Validation Accuracy: 92.834467% Epoch 14, Batch 125185 -Loss: 0.1309 Validation Accuracy: 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-Loss: 0.0216 Validation Accuracy: 92.834467% Epoch 14, Batch 130945 -Loss: 0.0651 Validation Accuracy: 92.834467% Epoch 14, Batch 131073 -Loss: 0.0338 Validation Accuracy: 92.721088% Epoch 14, Batch 131201 -Loss: 0.1042 Validation Accuracy: 93.015873% Epoch 14, Batch 131329 -Loss: 0.0485 Validation Accuracy: 92.766440% Epoch 14, Batch 131457 -Loss: 0.0871 Validation Accuracy: 93.219955% Epoch 14, Batch 131585 -Loss: 0.0601 Validation Accuracy: 92.834467% Epoch 14, Batch 131713 -Loss: 0.1452 Validation Accuracy: 92.607710% Epoch 14, Batch 131841 -Loss: 0.1084 Validation Accuracy: 93.242630% Epoch 14, Batch 131969 -Loss: 0.0890 Validation Accuracy: 93.083900% Epoch 14, Batch 132097 -Loss: 0.0206 Validation Accuracy: 93.492063% Epoch 14, Batch 132225 -Loss: 0.2513 Validation Accuracy: 92.925170% Epoch 14, Batch 132353 -Loss: 0.0855 Validation Accuracy: 92.675737% Epoch 14, Batch 132481 -Loss: 0.0805 Validation Accuracy: 92.675737% Epoch 14, Batch 132609 -Loss: 0.0882 Validation Accuracy: 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-Loss: 0.1556 Validation Accuracy: 92.789116% Epoch 14, Batch 134657 -Loss: 0.2183 Validation Accuracy: 92.947846% Epoch 14, Batch 134785 -Loss: 0.0252 Validation Accuracy: 92.743764% Epoch 14, Batch 134913 -Loss: 0.0950 Validation Accuracy: 92.766440% Epoch 14, Batch 135041 -Loss: 0.0660 Validation Accuracy: 92.789116% Epoch 14, Batch 135169 -Loss: 0.1300 Validation Accuracy: 92.879819% Epoch 14, Batch 135297 -Loss: 0.0320 Validation Accuracy: 92.607710% Epoch 14, Batch 135425 -Loss: 0.1287 Validation Accuracy: 92.630385% Epoch 14, Batch 135553 -Loss: 0.0754 Validation Accuracy: 93.129252% Epoch 14, Batch 135681 -Loss: 0.0642 Validation Accuracy: 92.653061% Epoch 14, Batch 135809 -Loss: 0.0764 Validation Accuracy: 92.539683% Epoch 14, Batch 135937 -Loss: 0.0938 Validation Accuracy: 93.265306% Epoch 14, Batch 136065 -Loss: 0.2074 Validation Accuracy: 93.310658% Epoch 14, Batch 136193 -Loss: 0.0956 Validation Accuracy: 92.925170% Epoch 14, Batch 136321 -Loss: 0.0920 Validation Accuracy: 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-Loss: 0.1279 Validation Accuracy: 92.222222% Epoch 14, Batch 138369 -Loss: 0.0920 Validation Accuracy: 92.630386% Epoch 14, Batch 138497 -Loss: 0.1440 Validation Accuracy: 92.290249% Epoch 14, Batch 138625 -Loss: 0.0963 Validation Accuracy: 92.403628% Epoch 14, Batch 138753 -Loss: 0.1861 Validation Accuracy: 92.380952% Epoch 14, Batch 138881 -Loss: 0.1136 Validation Accuracy: 92.403628% Epoch 14, Batch 139009 -Loss: 0.0808 Validation Accuracy: 92.766440% Epoch 14, Batch 139137 -Loss: 0.0598 Validation Accuracy: 92.675737% Epoch 14, Batch 139265 -Loss: 0.0233 Validation Accuracy: 92.743764% Epoch 14, Batch 139393 -Loss: 0.1261 Validation Accuracy: 92.857143% Epoch 14, Batch 139521 -Loss: 0.0219 Validation Accuracy: 93.038549% Epoch 14, Batch 139649 -Loss: 0.0550 Validation Accuracy: 92.993197% Epoch 14, Batch 139777 -Loss: 0.0562 Validation Accuracy: 92.766440% Epoch 14, Batch 139905 -Loss: 0.0874 Validation Accuracy: 92.947846% Epoch 14, Batch 140033 -Loss: 0.0561 Validation Accuracy: 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-Loss: 0.0559 Validation Accuracy: 93.061225% Epoch 14, Batch 142081 -Loss: 0.1091 Validation Accuracy: 92.380952% Epoch 14, Batch 142209 -Loss: 0.1589 Validation Accuracy: 92.811791% Epoch 14, Batch 142337 -Loss: 0.0740 Validation Accuracy: 92.721088% Epoch 14, Batch 142465 -Loss: 0.0836 Validation Accuracy: 93.106576% Epoch 14, Batch 142593 -Loss: 0.0901 Validation Accuracy: 92.721088% Epoch 14, Batch 142721 -Loss: 0.0763 Validation Accuracy: 93.378685% Epoch 14, Batch 142849 -Loss: 0.1887 Validation Accuracy: 92.834467% Epoch 14, Batch 142977 -Loss: 0.0335 Validation Accuracy: 93.356009% Epoch 14, Batch 143105 -Loss: 0.1084 Validation Accuracy: 93.174603% Epoch 14, Batch 143233 -Loss: 0.0849 Validation Accuracy: 93.197279% Epoch 14, Batch 143361 -Loss: 0.0744 Validation Accuracy: 93.333333% Epoch 14, Batch 143489 -Loss: 0.1132 Validation Accuracy: 93.129252% Epoch 14, Batch 143617 -Loss: 0.1324 Validation Accuracy: 92.698413% Epoch 14, Batch 143745 -Loss: 0.1105 Validation Accuracy: 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-Loss: 0.0830 Validation Accuracy: 93.174603% Epoch 14, Batch 145793 -Loss: 0.1033 Validation Accuracy: 93.333333% Epoch 14, Batch 145921 -Loss: 0.0536 Validation Accuracy: 93.922903% Epoch 14, Batch 146049 -Loss: 0.1280 Validation Accuracy: 93.219955% Epoch 14, Batch 146177 -Loss: 0.2394 Validation Accuracy: 93.492064% Epoch 14, Batch 146305 -Loss: 0.1056 Validation Accuracy: 93.106576% Epoch 14, Batch 146433 -Loss: 0.0603 Validation Accuracy: 92.857143% Epoch 14, Batch 146561 -Loss: 0.1234 Validation Accuracy: 93.061225% Epoch 14, Batch 146689 -Loss: 0.0594 Validation Accuracy: 93.242630% Epoch 14, Batch 146817 -Loss: 0.0559 Validation Accuracy: 93.174603% Epoch 14, Batch 146945 -Loss: 0.1605 Validation Accuracy: 92.879819% Epoch 14, Batch 147073 -Loss: 0.1902 Validation Accuracy: 92.562358% Epoch 14, Batch 147201 -Loss: 0.1215 Validation Accuracy: 92.789116% Epoch 14, Batch 147329 -Loss: 0.1474 Validation Accuracy: 92.358277% Epoch 14, Batch 147457 -Loss: 0.0969 Validation Accuracy: 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-Loss: 0.0769 Validation Accuracy: 93.764172% Epoch 14, Batch 149505 -Loss: 0.1665 Validation Accuracy: 93.106576% Epoch 14, Batch 149633 -Loss: 0.1588 Validation Accuracy: 93.718821% Epoch 14, Batch 149761 -Loss: 0.1004 Validation Accuracy: 93.129252% Epoch 14, Batch 149889 -Loss: 0.0481 Validation Accuracy: 92.834467% Epoch 14, Batch 150017 -Loss: 0.1937 Validation Accuracy: 92.902494% Epoch 14, Batch 150145 -Loss: 0.0957 Validation Accuracy: 92.743764% Epoch 14, Batch 150273 -Loss: 0.0957 Validation Accuracy: 93.129252% Epoch 14, Batch 150401 -Loss: 0.0490 Validation Accuracy: 93.174603% Epoch 14, Batch 150529 -Loss: 0.0337 Validation Accuracy: 92.789116% Epoch 14, Batch 150657 -Loss: 0.0486 Validation Accuracy: 93.083900% Epoch 14, Batch 150785 -Loss: 0.0642 Validation Accuracy: 92.970522% Epoch 14, Batch 150913 -Loss: 0.0519 Validation Accuracy: 92.925170% Epoch 14, Batch 151041 -Loss: 0.0732 Validation Accuracy: 92.970522% Epoch 14, Batch 151169 -Loss: 0.1518 Validation Accuracy: 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-Loss: 0.1286 Validation Accuracy: 93.401361% Epoch 14, Batch 153217 -Loss: 0.0411 Validation Accuracy: 93.106576% Epoch 14, Batch 153345 -Loss: 0.0956 Validation Accuracy: 93.560091% Epoch 14, Batch 153473 -Loss: 0.1204 Validation Accuracy: 93.469388% Epoch 14, Batch 153601 -Loss: 0.1057 Validation Accuracy: 93.424036% Epoch 14, Batch 153729 -Loss: 0.1332 Validation Accuracy: 93.333333% Epoch 14, Batch 153857 -Loss: 0.0982 Validation Accuracy: 93.582766% Epoch 14, Batch 153985 -Loss: 0.1942 Validation Accuracy: 93.628118% Epoch 14, Batch 154113 -Loss: 0.1748 Validation Accuracy: 93.129252% Epoch 14, Batch 154241 -Loss: 0.1435 Validation Accuracy: 93.151927% Epoch 14, Batch 154369 -Loss: 0.0806 Validation Accuracy: 93.219955% Epoch 14, Batch 154497 -Loss: 0.1004 Validation Accuracy: 92.947846% Epoch 14, Batch 154625 -Loss: 0.0230 Validation Accuracy: 92.539683% Epoch 14, Batch 154753 -Loss: 0.0899 Validation Accuracy: 92.607710% Epoch 14, Batch 154881 -Loss: 0.1441 Validation Accuracy: 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-Loss: 0.1068 Validation Accuracy: 93.197279% Epoch 14, Batch 156929 -Loss: 0.0672 Validation Accuracy: 92.879819% Epoch 14, Batch 157057 -Loss: 0.1614 Validation Accuracy: 92.607710% Epoch 14, Batch 157185 -Loss: 0.1658 Validation Accuracy: 92.789116% Epoch 14, Batch 157313 -Loss: 0.0618 Validation Accuracy: 92.539683% Epoch 14, Batch 157441 -Loss: 0.0753 Validation Accuracy: 92.380952% Epoch 14, Batch 157569 -Loss: 0.1647 Validation Accuracy: 92.290249% Epoch 14, Batch 157697 -Loss: 0.1735 Validation Accuracy: 92.494331% Epoch 14, Batch 157825 -Loss: 0.0852 Validation Accuracy: 92.040816% Epoch 14, Batch 157953 -Loss: 0.1188 Validation Accuracy: 92.154195% Epoch 14, Batch 158081 -Loss: 0.0424 Validation Accuracy: 92.290249% Epoch 14, Batch 158209 -Loss: 0.0835 Validation Accuracy: 92.448980% Epoch 14, Batch 158337 -Loss: 0.0396 Validation Accuracy: 93.015873% Epoch 14, Batch 158465 -Loss: 0.1220 Validation Accuracy: 92.607710% Epoch 14, Batch 158593 -Loss: 0.1352 Validation Accuracy: 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-Loss: 0.0526 Validation Accuracy: 93.492063% Epoch 14, Batch 160641 -Loss: 0.1340 Validation Accuracy: 93.197279% Epoch 14, Batch 160769 -Loss: 0.1798 Validation Accuracy: 93.129252% Epoch 14, Batch 160897 -Loss: 0.2262 Validation Accuracy: 92.766440% Epoch 14, Batch 161025 -Loss: 0.0882 Validation Accuracy: 93.673469% Epoch 14, Batch 161153 -Loss: 0.0953 Validation Accuracy: 93.673469% Epoch 14, Batch 161281 -Loss: 0.0791 Validation Accuracy: 93.492064% Epoch 14, Batch 161409 -Loss: 0.0736 Validation Accuracy: 93.492064% Epoch 14, Batch 161537 -Loss: 0.0651 Validation Accuracy: 93.605442% Epoch 14, Batch 161665 -Loss: 0.0380 Validation Accuracy: 93.945578% Epoch 14, Batch 161793 -Loss: 0.1537 Validation Accuracy: 93.061224% Epoch 14, Batch 161921 -Loss: 0.0744 Validation Accuracy: 93.628118% Epoch 14, Batch 162049 -Loss: 0.0433 Validation Accuracy: 93.786848% Epoch 14, Batch 162177 -Loss: 0.0669 Validation Accuracy: 93.605442% Epoch 14, Batch 162305 -Loss: 0.0619 Validation Accuracy: 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-Loss: 0.1102 Validation Accuracy: 93.242630% Epoch 14, Batch 164353 -Loss: 0.0991 Validation Accuracy: 93.537415% Epoch 14, Batch 164481 -Loss: 0.0444 Validation Accuracy: 93.174603% Epoch 14, Batch 164609 -Loss: 0.0777 Validation Accuracy: 93.718821% Epoch 14, Batch 164737 -Loss: 0.0469 Validation Accuracy: 93.129252% Epoch 14, Batch 164865 -Loss: 0.0577 Validation Accuracy: 93.514739% Epoch 14, Batch 164993 -Loss: 0.0449 Validation Accuracy: 93.310658% Epoch 14, Batch 165121 -Loss: 0.1576 Validation Accuracy: 93.197279% Epoch 14, Batch 165249 -Loss: 0.1179 Validation Accuracy: 93.151927% Epoch 14, Batch 165377 -Loss: 0.1146 Validation Accuracy: 93.038549% Epoch 14, Batch 165505 -Loss: 0.0883 Validation Accuracy: 92.766440% Epoch 14, Batch 165633 -Loss: 0.1097 Validation Accuracy: 93.265306% Epoch 14, Batch 165761 -Loss: 0.0809 Validation Accuracy: 93.242630% Epoch 14, Batch 165889 -Loss: 0.1900 Validation Accuracy: 93.424036% Epoch 14, Batch 166017 -Loss: 0.1876 Validation Accuracy: 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-Loss: 0.1146 Validation Accuracy: 93.151927% Epoch 14, Batch 168065 -Loss: 0.1398 Validation Accuracy: 93.242630% Epoch 14, Batch 168193 -Loss: 0.0445 Validation Accuracy: 93.106576% Epoch 14, Batch 168321 -Loss: 0.0572 Validation Accuracy: 93.446712% Epoch 14, Batch 168449 -Loss: 0.0691 Validation Accuracy: 93.265306% Epoch 14, Batch 168577 -Loss: 0.0904 Validation Accuracy: 93.832200% Epoch 14, Batch 168705 -Loss: 0.1066 Validation Accuracy: 93.310658% Epoch 14, Batch 168833 -Loss: 0.1627 Validation Accuracy: 93.605442% Epoch 14, Batch 168961 -Loss: 0.0275 Validation Accuracy: 93.900227% Epoch 14, Batch 169089 -Loss: 0.0702 Validation Accuracy: 93.333333% Epoch 14, Batch 169217 -Loss: 0.1018 Validation Accuracy: 93.605442% Epoch 14, Batch 169345 -Loss: 0.0897 Validation Accuracy: 93.446712% Epoch 14, Batch 169473 -Loss: 0.1293 Validation Accuracy: 92.902494% Epoch 14, Batch 169601 -Loss: 0.0969 Validation Accuracy: 92.811791% Epoch 14, Batch 169729 -Loss: 0.0856 Validation Accuracy: 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-Loss: 0.0614 Validation Accuracy: 93.038549% Epoch 14, Batch 171777 -Loss: 0.2253 Validation Accuracy: 93.197279% Epoch 14, Batch 171905 -Loss: 0.0436 Validation Accuracy: 93.219955% Epoch 14, Batch 172033 -Loss: 0.2588 Validation Accuracy: 93.083900% Epoch 14, Batch 172161 -Loss: 0.0928 Validation Accuracy: 93.469388% Epoch 14, Batch 172289 -Loss: 0.1802 Validation Accuracy: 93.242630% Epoch 14, Batch 172417 -Loss: 0.1038 Validation Accuracy: 93.650794% Epoch 14, Batch 172545 -Loss: 0.1496 Validation Accuracy: 93.877551% Epoch 14, Batch 172673 -Loss: 0.0443 Validation Accuracy: 93.446712% Epoch 14, Batch 172801 -Loss: 0.1359 Validation Accuracy: 93.514739% Epoch 14, Batch 172929 -Loss: 0.0637 Validation Accuracy: 93.378685% Epoch 14, Batch 173057 -Loss: 0.1307 Validation Accuracy: 93.514739% Epoch 14, Batch 173185 -Loss: 0.1210 Validation Accuracy: 93.446712% Epoch 14, Batch 173313 -Loss: 0.0570 Validation Accuracy: 93.356009% Epoch 14, Batch 173441 -Loss: 0.1524 Validation Accuracy: 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-Loss: 0.0536 Validation Accuracy: 93.922903% Epoch 14, Batch 175489 -Loss: 0.0428 Validation Accuracy: 93.356009% Epoch 14, Batch 175617 -Loss: 0.0779 Validation Accuracy: 93.832200% Epoch 14, Batch 175745 -Loss: 0.0329 Validation Accuracy: 93.628118% Epoch 14, Batch 175873 -Loss: 0.0672 Validation Accuracy: 93.605442% Epoch 14, Batch 176001 -Loss: 0.0552 Validation Accuracy: 93.945578% Epoch 14, Batch 176129 -Loss: 0.1017 Validation Accuracy: 93.741497% Epoch 14, Batch 176257 -Loss: 0.0644 Validation Accuracy: 93.492063% Epoch 14, Batch 176385 -Loss: 0.1716 Validation Accuracy: 93.514739% Epoch 14, Batch 176513 -Loss: 0.0929 Validation Accuracy: 93.446712% Epoch 14, Batch 176641 -Loss: 0.0929 Validation Accuracy: 93.378685% Epoch 14, Batch 176769 -Loss: 0.0424 Validation Accuracy: 93.106576% Epoch 14, Batch 176897 -Loss: 0.1514 Validation Accuracy: 93.151927% Epoch 14, Batch 177025 -Loss: 0.1873 Validation Accuracy: 93.015873% Epoch 14, Batch 177153 -Loss: 0.0671 Validation Accuracy: 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-Loss: 0.1399 Validation Accuracy: 94.058957% Epoch 14, Batch 179201 -Loss: 0.1330 Validation Accuracy: 93.401361% Epoch 14, Batch 179329 -Loss: 0.0685 Validation Accuracy: 93.696145% Epoch 14, Batch 179457 -Loss: 0.1130 Validation Accuracy: 93.650794% Epoch 14, Batch 179585 -Loss: 0.1426 Validation Accuracy: 93.424036% Epoch 14, Batch 179713 -Loss: 0.0876 Validation Accuracy: 93.741497% Epoch 14, Batch 179841 -Loss: 0.0798 Validation Accuracy: 93.219955% Epoch 14, Batch 179969 -Loss: 0.0409 Validation Accuracy: 93.492063% Epoch 14, Batch 180097 -Loss: 0.0880 Validation Accuracy: 93.537415% Epoch 14, Batch 180225 -Loss: 0.0904 Validation Accuracy: 93.310658% Epoch 14, Batch 180353 -Loss: 0.1438 Validation Accuracy: 93.854875% Epoch 14, Batch 180481 -Loss: 0.0567 Validation Accuracy: 93.378685% Epoch 14, Batch 180609 -Loss: 0.0834 Validation Accuracy: 93.401361% Epoch 14, Batch 180737 -Loss: 0.1012 Validation Accuracy: 93.174603% Epoch 14, Batch 180865 -Loss: 0.1542 Validation Accuracy: 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-Loss: 0.1099 Validation Accuracy: 93.287982% Epoch 14, Batch 182913 -Loss: 0.0402 Validation Accuracy: 93.106576% Epoch 14, Batch 183041 -Loss: 0.0345 Validation Accuracy: 93.424036% Epoch 14, Batch 183169 -Loss: 0.1062 Validation Accuracy: 93.514739% Epoch 14, Batch 183297 -Loss: 0.1016 Validation Accuracy: 93.628118% Epoch 14, Batch 183425 -Loss: 0.0828 Validation Accuracy: 93.446712% Epoch 14, Batch 183553 -Loss: 0.0964 Validation Accuracy: 93.446712% Epoch 14, Batch 183681 -Loss: 0.0681 Validation Accuracy: 93.174603% Epoch 14, Batch 183809 -Loss: 0.1610 Validation Accuracy: 92.857143% Epoch 14, Batch 183937 -Loss: 0.0980 Validation Accuracy: 92.902494% Epoch 14, Batch 184065 -Loss: 0.0732 Validation Accuracy: 93.015873% Epoch 14, Batch 184193 -Loss: 0.0953 Validation Accuracy: 92.902494% Epoch 14, Batch 184321 -Loss: 0.0460 Validation Accuracy: 93.287982% Epoch 14, Batch 184449 -Loss: 0.0743 Validation Accuracy: 92.970522% Epoch 14, Batch 184577 -Loss: 0.0989 Validation Accuracy: 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-Loss: 0.0563 Validation Accuracy: 93.015873% Epoch 15, Batch 1 -Loss: 0.1109 Validation Accuracy: 93.265306% Epoch 15, Batch 129 -Loss: 0.0684 Validation Accuracy: 92.857143% Epoch 15, Batch 257 -Loss: 0.0845 Validation Accuracy: 92.675737% Epoch 15, Batch 385 -Loss: 0.1263 Validation Accuracy: 93.106576% Epoch 15, Batch 513 -Loss: 0.0783 Validation Accuracy: 93.174603% Epoch 15, Batch 641 -Loss: 0.0808 Validation Accuracy: 92.925170% Epoch 15, Batch 769 -Loss: 0.0933 Validation Accuracy: 92.086168% Epoch 15, Batch 897 -Loss: 0.1220 Validation Accuracy: 93.197279% Epoch 15, Batch 1025 -Loss: 0.1287 Validation Accuracy: 93.401361% Epoch 15, Batch 1153 -Loss: 0.1201 Validation Accuracy: 93.333333% Epoch 15, Batch 1281 -Loss: 0.1010 Validation Accuracy: 93.605442% Epoch 15, Batch 1409 -Loss: 0.1599 Validation Accuracy: 93.061224% Epoch 15, Batch 1537 -Loss: 0.0914 Validation Accuracy: 93.151927% Epoch 15, Batch 1665 -Loss: 0.1087 Validation Accuracy: 93.242630% Epoch 15, Batch 1793 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-Loss: 0.0728 Validation Accuracy: 92.834467% Epoch 15, Batch 80897 -Loss: 0.1380 Validation Accuracy: 93.151927% Epoch 15, Batch 81025 -Loss: 0.1028 Validation Accuracy: 93.015873% Epoch 15, Batch 81153 -Loss: 0.0989 Validation Accuracy: 93.083900% Epoch 15, Batch 81281 -Loss: 0.1137 Validation Accuracy: 92.857143% Epoch 15, Batch 81409 -Loss: 0.0278 Validation Accuracy: 92.834467% Epoch 15, Batch 81537 -Loss: 0.1142 Validation Accuracy: 92.653061% Epoch 15, Batch 81665 -Loss: 0.0965 Validation Accuracy: 92.630385% Epoch 15, Batch 81793 -Loss: 0.2220 Validation Accuracy: 93.061224% Epoch 15, Batch 81921 -Loss: 0.1086 Validation Accuracy: 93.106576% Epoch 15, Batch 82049 -Loss: 0.1079 Validation Accuracy: 93.514739% Epoch 15, Batch 82177 -Loss: 0.0773 Validation Accuracy: 93.197279% Epoch 15, Batch 82305 -Loss: 0.0967 Validation Accuracy: 93.537415% Epoch 15, Batch 82433 -Loss: 0.1591 Validation Accuracy: 93.265306% Epoch 15, Batch 82561 -Loss: 0.1033 Validation Accuracy: 93.219955% 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-Loss: 0.0592 Validation Accuracy: 93.605442% Epoch 15, Batch 86529 -Loss: 0.0447 Validation Accuracy: 93.628118% Epoch 15, Batch 86657 -Loss: 0.0775 Validation Accuracy: 93.401361% Epoch 15, Batch 86785 -Loss: 0.0745 Validation Accuracy: 93.764172% Epoch 15, Batch 86913 -Loss: 0.0743 Validation Accuracy: 93.945578% Epoch 15, Batch 87041 -Loss: 0.1062 Validation Accuracy: 94.104308% Epoch 15, Batch 87169 -Loss: 0.0790 Validation Accuracy: 93.605442% Epoch 15, Batch 87297 -Loss: 0.1798 Validation Accuracy: 94.126984% Epoch 15, Batch 87425 -Loss: 0.1069 Validation Accuracy: 93.310658% Epoch 15, Batch 87553 -Loss: 0.1424 Validation Accuracy: 93.628118% Epoch 15, Batch 87681 -Loss: 0.1944 Validation Accuracy: 93.446712% Epoch 15, Batch 87809 -Loss: 0.1560 Validation Accuracy: 93.560091% Epoch 15, Batch 87937 -Loss: 0.0805 Validation Accuracy: 94.308390% Epoch 15, Batch 88065 -Loss: 0.0507 Validation Accuracy: 93.922903% Epoch 15, Batch 88193 -Loss: 0.0496 Validation Accuracy: 93.582766% 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-Loss: 0.0753 Validation Accuracy: 93.378685% Epoch 15, Batch 92161 -Loss: 0.0613 Validation Accuracy: 93.582766% Epoch 15, Batch 92289 -Loss: 0.1127 Validation Accuracy: 93.446712% Epoch 15, Batch 92417 -Loss: 0.0710 Validation Accuracy: 93.877551% Epoch 15, Batch 92545 -Loss: 0.0352 Validation Accuracy: 93.514739% Epoch 15, Batch 92673 -Loss: 0.1522 Validation Accuracy: 93.514739% Epoch 15, Batch 92801 -Loss: 0.0216 Validation Accuracy: 93.696145% Epoch 15, Batch 92929 -Loss: 0.0592 Validation Accuracy: 94.036281% Epoch 15, Batch 93057 -Loss: 0.1321 Validation Accuracy: 93.764172% Epoch 15, Batch 93185 -Loss: 0.0640 Validation Accuracy: 93.968254% Epoch 15, Batch 93313 -Loss: 0.0673 Validation Accuracy: 93.968254% Epoch 15, Batch 93441 -Loss: 0.0664 Validation Accuracy: 93.650794% Epoch 15, Batch 93569 -Loss: 0.0877 Validation Accuracy: 93.945578% Epoch 15, Batch 93697 -Loss: 0.0995 Validation Accuracy: 93.673469% Epoch 15, Batch 93825 -Loss: 0.0840 Validation Accuracy: 93.582766% 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-Loss: 0.1609 Validation Accuracy: 92.857143% Epoch 15, Batch 97793 -Loss: 0.0812 Validation Accuracy: 93.560091% Epoch 15, Batch 97921 -Loss: 0.0932 Validation Accuracy: 93.242630% Epoch 15, Batch 98049 -Loss: 0.1810 Validation Accuracy: 93.356009% Epoch 15, Batch 98177 -Loss: 0.0900 Validation Accuracy: 93.242630% Epoch 15, Batch 98305 -Loss: 0.1107 Validation Accuracy: 93.628118% Epoch 15, Batch 98433 -Loss: 0.0496 Validation Accuracy: 92.925170% Epoch 15, Batch 98561 -Loss: 0.1338 Validation Accuracy: 93.650794% Epoch 15, Batch 98689 -Loss: 0.0463 Validation Accuracy: 93.650794% Epoch 15, Batch 98817 -Loss: 0.0509 Validation Accuracy: 93.560091% Epoch 15, Batch 98945 -Loss: 0.0654 Validation Accuracy: 94.331066% Epoch 15, Batch 99073 -Loss: 0.0264 Validation Accuracy: 93.628118% Epoch 15, Batch 99201 -Loss: 0.0747 Validation Accuracy: 93.900227% Epoch 15, Batch 99329 -Loss: 0.1881 Validation Accuracy: 93.469388% Epoch 15, Batch 99457 -Loss: 0.0696 Validation Accuracy: 93.786848% 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Validation Accuracy: 93.446712% Epoch 15, Batch 101505 -Loss: 0.2188 Validation Accuracy: 93.582766% Epoch 15, Batch 101633 -Loss: 0.0570 Validation Accuracy: 93.287982% Epoch 15, Batch 101761 -Loss: 0.0963 Validation Accuracy: 93.696145% Epoch 15, Batch 101889 -Loss: 0.0389 Validation Accuracy: 93.469388% Epoch 15, Batch 102017 -Loss: 0.0610 Validation Accuracy: 93.605442% Epoch 15, Batch 102145 -Loss: 0.0731 Validation Accuracy: 93.514739% Epoch 15, Batch 102273 -Loss: 0.0620 Validation Accuracy: 93.764172% Epoch 15, Batch 102401 -Loss: 0.0351 Validation Accuracy: 93.582766% Epoch 15, Batch 102529 -Loss: 0.0759 Validation Accuracy: 93.492064% Epoch 15, Batch 102657 -Loss: 0.1243 Validation Accuracy: 93.628118% Epoch 15, Batch 102785 -Loss: 0.0670 Validation Accuracy: 93.741497% Epoch 15, Batch 102913 -Loss: 0.1180 Validation Accuracy: 93.764172% Epoch 15, Batch 103041 -Loss: 0.0425 Validation Accuracy: 93.650794% Epoch 15, Batch 103169 -Loss: 0.1081 Validation Accuracy: 93.605442% 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-Loss: 0.0500 Validation Accuracy: 93.605442% Epoch 15, Batch 108929 -Loss: 0.1038 Validation Accuracy: 93.877551% Epoch 15, Batch 109057 -Loss: 0.0614 Validation Accuracy: 93.990930% Epoch 15, Batch 109185 -Loss: 0.0485 Validation Accuracy: 93.900227% Epoch 15, Batch 109313 -Loss: 0.1581 Validation Accuracy: 93.741497% Epoch 15, Batch 109441 -Loss: 0.1029 Validation Accuracy: 94.013605% Epoch 15, Batch 109569 -Loss: 0.0624 Validation Accuracy: 93.446712% Epoch 15, Batch 109697 -Loss: 0.0536 Validation Accuracy: 93.378685% Epoch 15, Batch 109825 -Loss: 0.1698 Validation Accuracy: 93.650794% Epoch 15, Batch 109953 -Loss: 0.0944 Validation Accuracy: 93.741497% Epoch 15, Batch 110081 -Loss: 0.1737 Validation Accuracy: 93.718821% Epoch 15, Batch 110209 -Loss: 0.1771 Validation Accuracy: 93.605442% Epoch 15, Batch 110337 -Loss: 0.1169 Validation Accuracy: 93.922903% Epoch 15, Batch 110465 -Loss: 0.0880 Validation Accuracy: 93.628118% Epoch 15, Batch 110593 -Loss: 0.0220 Validation Accuracy: 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-Loss: 0.1914 Validation Accuracy: 93.945578% Epoch 15, Batch 112641 -Loss: 0.2897 Validation Accuracy: 93.945578% Epoch 15, Batch 112769 -Loss: 0.1918 Validation Accuracy: 93.650794% Epoch 15, Batch 112897 -Loss: 0.0553 Validation Accuracy: 93.854875% Epoch 15, Batch 113025 -Loss: 0.0517 Validation Accuracy: 93.877551% Epoch 15, Batch 113153 -Loss: 0.0943 Validation Accuracy: 93.809524% Epoch 15, Batch 113281 -Loss: 0.0893 Validation Accuracy: 93.605442% Epoch 15, Batch 113409 -Loss: 0.0681 Validation Accuracy: 93.469388% Epoch 15, Batch 113537 -Loss: 0.1631 Validation Accuracy: 93.696145% Epoch 15, Batch 113665 -Loss: 0.1261 Validation Accuracy: 93.446712% Epoch 15, Batch 113793 -Loss: 0.1124 Validation Accuracy: 94.195011% Epoch 15, Batch 113921 -Loss: 0.0244 Validation Accuracy: 93.673469% Epoch 15, Batch 114049 -Loss: 0.0461 Validation Accuracy: 93.764172% Epoch 15, Batch 114177 -Loss: 0.0480 Validation Accuracy: 94.217687% Epoch 15, Batch 114305 -Loss: 0.0391 Validation Accuracy: 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-Loss: 0.1278 Validation Accuracy: 93.492063% Epoch 15, Batch 116353 -Loss: 0.1004 Validation Accuracy: 93.446712% Epoch 15, Batch 116481 -Loss: 0.0750 Validation Accuracy: 93.560091% Epoch 15, Batch 116609 -Loss: 0.0698 Validation Accuracy: 93.514739% Epoch 15, Batch 116737 -Loss: 0.0461 Validation Accuracy: 93.673469% Epoch 15, Batch 116865 -Loss: 0.1027 Validation Accuracy: 93.718821% Epoch 15, Batch 116993 -Loss: 0.1182 Validation Accuracy: 93.287982% Epoch 15, Batch 117121 -Loss: 0.0735 Validation Accuracy: 93.854875% Epoch 15, Batch 117249 -Loss: 0.1731 Validation Accuracy: 93.628118% Epoch 15, Batch 117377 -Loss: 0.1300 Validation Accuracy: 93.492063% Epoch 15, Batch 117505 -Loss: 0.0995 Validation Accuracy: 93.764172% Epoch 15, Batch 117633 -Loss: 0.0523 Validation Accuracy: 93.832200% Epoch 15, Batch 117761 -Loss: 0.1411 Validation Accuracy: 93.922902% Epoch 15, Batch 117889 -Loss: 0.0877 Validation Accuracy: 93.696145% Epoch 15, Batch 118017 -Loss: 0.0749 Validation Accuracy: 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-Loss: 0.0560 Validation Accuracy: 93.650794% Epoch 15, Batch 120065 -Loss: 0.1135 Validation Accuracy: 94.126984% Epoch 15, Batch 120193 -Loss: 0.1136 Validation Accuracy: 93.809524% Epoch 15, Batch 120321 -Loss: 0.1477 Validation Accuracy: 93.469388% Epoch 15, Batch 120449 -Loss: 0.0957 Validation Accuracy: 93.605442% Epoch 15, Batch 120577 -Loss: 0.0501 Validation Accuracy: 93.877551% Epoch 15, Batch 120705 -Loss: 0.0876 Validation Accuracy: 93.786848% Epoch 15, Batch 120833 -Loss: 0.1522 Validation Accuracy: 94.036281% Epoch 15, Batch 120961 -Loss: 0.0904 Validation Accuracy: 93.900227% Epoch 15, Batch 121089 -Loss: 0.1335 Validation Accuracy: 93.424036% Epoch 15, Batch 121217 -Loss: 0.2522 Validation Accuracy: 93.333333% Epoch 15, Batch 121345 -Loss: 0.0901 Validation Accuracy: 94.104308% Epoch 15, Batch 121473 -Loss: 0.0845 Validation Accuracy: 93.900227% Epoch 15, Batch 121601 -Loss: 0.0702 Validation Accuracy: 94.263039% Epoch 15, Batch 121729 -Loss: 0.1127 Validation Accuracy: 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-Loss: 0.0395 Validation Accuracy: 93.242630% Epoch 15, Batch 123777 -Loss: 0.1417 Validation Accuracy: 93.605442% Epoch 15, Batch 123905 -Loss: 0.2511 Validation Accuracy: 93.945578% Epoch 15, Batch 124033 -Loss: 0.0561 Validation Accuracy: 93.650794% Epoch 15, Batch 124161 -Loss: 0.0500 Validation Accuracy: 93.537415% Epoch 15, Batch 124289 -Loss: 0.1906 Validation Accuracy: 93.922903% Epoch 15, Batch 124417 -Loss: 0.0872 Validation Accuracy: 93.673469% Epoch 15, Batch 124545 -Loss: 0.0408 Validation Accuracy: 93.968254% Epoch 15, Batch 124673 -Loss: 0.1652 Validation Accuracy: 93.696145% Epoch 15, Batch 124801 -Loss: 0.0271 Validation Accuracy: 93.854875% Epoch 15, Batch 124929 -Loss: 0.0859 Validation Accuracy: 93.900227% Epoch 15, Batch 125057 -Loss: 0.1267 Validation Accuracy: 94.058957% Epoch 15, Batch 125185 -Loss: 0.0559 Validation Accuracy: 93.673469% Epoch 15, Batch 125313 -Loss: 0.0995 Validation Accuracy: 94.058957% Epoch 15, Batch 125441 -Loss: 0.0311 Validation Accuracy: 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-Loss: 0.0908 Validation Accuracy: 93.265306% Epoch 15, Batch 131201 -Loss: 0.1178 Validation Accuracy: 93.560091% Epoch 15, Batch 131329 -Loss: 0.0716 Validation Accuracy: 93.560091% Epoch 15, Batch 131457 -Loss: 0.0700 Validation Accuracy: 93.628118% Epoch 15, Batch 131585 -Loss: 0.0336 Validation Accuracy: 93.129252% Epoch 15, Batch 131713 -Loss: 0.1083 Validation Accuracy: 93.151927% Epoch 15, Batch 131841 -Loss: 0.2147 Validation Accuracy: 93.582766% Epoch 15, Batch 131969 -Loss: 0.1136 Validation Accuracy: 93.696145% Epoch 15, Batch 132097 -Loss: 0.0300 Validation Accuracy: 93.469388% Epoch 15, Batch 132225 -Loss: 0.0718 Validation Accuracy: 93.786848% Epoch 15, Batch 132353 -Loss: 0.1146 Validation Accuracy: 93.764172% Epoch 15, Batch 132481 -Loss: 0.0592 Validation Accuracy: 93.945578% Epoch 15, Batch 132609 -Loss: 0.0445 Validation Accuracy: 92.993197% Epoch 15, Batch 132737 -Loss: 0.1135 Validation Accuracy: 93.401361% Epoch 15, Batch 132865 -Loss: 0.0938 Validation Accuracy: 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-Loss: 0.1442 Validation Accuracy: 93.242630% Epoch 15, Batch 134913 -Loss: 0.1739 Validation Accuracy: 93.197279% Epoch 15, Batch 135041 -Loss: 0.0637 Validation Accuracy: 93.469388% Epoch 15, Batch 135169 -Loss: 0.0475 Validation Accuracy: 93.854875% Epoch 15, Batch 135297 -Loss: 0.1483 Validation Accuracy: 93.809524% Epoch 15, Batch 135425 -Loss: 0.1418 Validation Accuracy: 93.492064% Epoch 15, Batch 135553 -Loss: 0.1035 Validation Accuracy: 93.514739% Epoch 15, Batch 135681 -Loss: 0.0797 Validation Accuracy: 93.786848% Epoch 15, Batch 135809 -Loss: 0.0470 Validation Accuracy: 93.764172% Epoch 15, Batch 135937 -Loss: 0.1925 Validation Accuracy: 93.809524% Epoch 15, Batch 136065 -Loss: 0.0449 Validation Accuracy: 93.990930% Epoch 15, Batch 136193 -Loss: 0.0233 Validation Accuracy: 93.378685% Epoch 15, Batch 136321 -Loss: 0.1201 Validation Accuracy: 93.922903% Epoch 15, Batch 136449 -Loss: 0.0768 Validation Accuracy: 93.424036% Epoch 15, Batch 136577 -Loss: 0.0308 Validation Accuracy: 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-Loss: 0.1033 Validation Accuracy: 93.741497% Epoch 15, Batch 138625 -Loss: 0.0328 Validation Accuracy: 93.106576% Epoch 15, Batch 138753 -Loss: 0.1239 Validation Accuracy: 93.310658% Epoch 15, Batch 138881 -Loss: 0.1168 Validation Accuracy: 93.333333% Epoch 15, Batch 139009 -Loss: 0.1535 Validation Accuracy: 93.287982% Epoch 15, Batch 139137 -Loss: 0.1016 Validation Accuracy: 93.265306% Epoch 15, Batch 139265 -Loss: 0.1045 Validation Accuracy: 93.446712% Epoch 15, Batch 139393 -Loss: 0.1237 Validation Accuracy: 93.401361% Epoch 15, Batch 139521 -Loss: 0.0805 Validation Accuracy: 93.582766% Epoch 15, Batch 139649 -Loss: 0.0929 Validation Accuracy: 93.219955% Epoch 15, Batch 139777 -Loss: 0.0527 Validation Accuracy: 93.673469% Epoch 15, Batch 139905 -Loss: 0.0484 Validation Accuracy: 93.900227% Epoch 15, Batch 140033 -Loss: 0.0779 Validation Accuracy: 93.560091% Epoch 15, Batch 140161 -Loss: 0.0373 Validation Accuracy: 93.514739% Epoch 15, Batch 140289 -Loss: 0.1304 Validation Accuracy: 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-Loss: 0.0505 Validation Accuracy: 93.537415% Epoch 15, Batch 142337 -Loss: 0.1283 Validation Accuracy: 93.492064% Epoch 15, Batch 142465 -Loss: 0.0477 Validation Accuracy: 93.424036% Epoch 15, Batch 142593 -Loss: 0.0564 Validation Accuracy: 93.854875% Epoch 15, Batch 142721 -Loss: 0.1399 Validation Accuracy: 93.786848% Epoch 15, Batch 142849 -Loss: 0.1141 Validation Accuracy: 93.197279% Epoch 15, Batch 142977 -Loss: 0.0618 Validation Accuracy: 93.197279% Epoch 15, Batch 143105 -Loss: 0.1307 Validation Accuracy: 93.696145% Epoch 15, Batch 143233 -Loss: 0.0444 Validation Accuracy: 93.809524% Epoch 15, Batch 143361 -Loss: 0.1656 Validation Accuracy: 93.537415% Epoch 15, Batch 143489 -Loss: 0.0386 Validation Accuracy: 93.582766% Epoch 15, Batch 143617 -Loss: 0.0993 Validation Accuracy: 93.877551% Epoch 15, Batch 143745 -Loss: 0.0437 Validation Accuracy: 93.786848% Epoch 15, Batch 143873 -Loss: 0.0498 Validation Accuracy: 93.356009% Epoch 15, Batch 144001 -Loss: 0.0552 Validation Accuracy: 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-Loss: 0.0600 Validation Accuracy: 93.877551% Epoch 15, Batch 146049 -Loss: 0.0869 Validation Accuracy: 93.582766% Epoch 15, Batch 146177 -Loss: 0.1282 Validation Accuracy: 93.401361% Epoch 15, Batch 146305 -Loss: 0.0723 Validation Accuracy: 93.356009% Epoch 15, Batch 146433 -Loss: 0.1199 Validation Accuracy: 93.673469% Epoch 15, Batch 146561 -Loss: 0.0524 Validation Accuracy: 93.083900% Epoch 15, Batch 146689 -Loss: 0.2150 Validation Accuracy: 93.174603% Epoch 15, Batch 146817 -Loss: 0.0683 Validation Accuracy: 93.537415% Epoch 15, Batch 146945 -Loss: 0.0730 Validation Accuracy: 93.333333% Epoch 15, Batch 147073 -Loss: 0.0374 Validation Accuracy: 93.401361% Epoch 15, Batch 147201 -Loss: 0.0538 Validation Accuracy: 93.424036% Epoch 15, Batch 147329 -Loss: 0.0872 Validation Accuracy: 93.378685% Epoch 15, Batch 147457 -Loss: 0.1012 Validation Accuracy: 92.925170% Epoch 15, Batch 147585 -Loss: 0.0501 Validation Accuracy: 93.673469% Epoch 15, Batch 147713 -Loss: 0.0816 Validation Accuracy: 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-Loss: 0.0603 Validation Accuracy: 93.265306% Epoch 15, Batch 153473 -Loss: 0.1466 Validation Accuracy: 92.698413% Epoch 15, Batch 153601 -Loss: 0.0632 Validation Accuracy: 92.925170% Epoch 15, Batch 153729 -Loss: 0.0797 Validation Accuracy: 92.675737% Epoch 15, Batch 153857 -Loss: 0.1402 Validation Accuracy: 92.811791% Epoch 15, Batch 153985 -Loss: 0.1109 Validation Accuracy: 92.312925% Epoch 15, Batch 154113 -Loss: 0.0764 Validation Accuracy: 92.993197% Epoch 15, Batch 154241 -Loss: 0.1962 Validation Accuracy: 93.083900% Epoch 15, Batch 154369 -Loss: 0.0552 Validation Accuracy: 92.993197% Epoch 15, Batch 154497 -Loss: 0.0414 Validation Accuracy: 92.743764% Epoch 15, Batch 154625 -Loss: 0.0277 Validation Accuracy: 92.902494% Epoch 15, Batch 154753 -Loss: 0.0603 Validation Accuracy: 93.378685% Epoch 15, Batch 154881 -Loss: 0.1299 Validation Accuracy: 93.174603% Epoch 15, Batch 155009 -Loss: 0.0714 Validation Accuracy: 93.673469% Epoch 15, Batch 155137 -Loss: 0.0621 Validation Accuracy: 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-Loss: 0.0224 Validation Accuracy: 93.582766% Epoch 15, Batch 157185 -Loss: 0.0164 Validation Accuracy: 93.197279% Epoch 15, Batch 157313 -Loss: 0.0434 Validation Accuracy: 93.764172% Epoch 15, Batch 157441 -Loss: 0.0880 Validation Accuracy: 93.083900% Epoch 15, Batch 157569 -Loss: 0.1125 Validation Accuracy: 93.333333% Epoch 15, Batch 157697 -Loss: 0.0518 Validation Accuracy: 92.698413% Epoch 15, Batch 157825 -Loss: 0.1442 Validation Accuracy: 93.333333% Epoch 15, Batch 157953 -Loss: 0.0939 Validation Accuracy: 93.696145% Epoch 15, Batch 158081 -Loss: 0.0724 Validation Accuracy: 93.401361% Epoch 15, Batch 158209 -Loss: 0.0745 Validation Accuracy: 93.424036% Epoch 15, Batch 158337 -Loss: 0.0481 Validation Accuracy: 93.673469% Epoch 15, Batch 158465 -Loss: 0.0457 Validation Accuracy: 93.492063% Epoch 15, Batch 158593 -Loss: 0.1632 Validation Accuracy: 93.219955% Epoch 15, Batch 158721 -Loss: 0.0775 Validation Accuracy: 93.650794% Epoch 15, Batch 158849 -Loss: 0.0480 Validation Accuracy: 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-Loss: 0.0648 Validation Accuracy: 93.106576% Epoch 15, Batch 160897 -Loss: 0.0799 Validation Accuracy: 93.469388% Epoch 15, Batch 161025 -Loss: 0.0596 Validation Accuracy: 93.401361% Epoch 15, Batch 161153 -Loss: 0.1027 Validation Accuracy: 94.126984% Epoch 15, Batch 161281 -Loss: 0.0889 Validation Accuracy: 93.129252% Epoch 15, Batch 161409 -Loss: 0.0653 Validation Accuracy: 93.242630% Epoch 15, Batch 161537 -Loss: 0.1649 Validation Accuracy: 93.854875% Epoch 15, Batch 161665 -Loss: 0.0835 Validation Accuracy: 93.378685% Epoch 15, Batch 161793 -Loss: 0.0485 Validation Accuracy: 93.809524% Epoch 15, Batch 161921 -Loss: 0.1048 Validation Accuracy: 93.514739% Epoch 15, Batch 162049 -Loss: 0.0869 Validation Accuracy: 93.310658% Epoch 15, Batch 162177 -Loss: 0.1386 Validation Accuracy: 93.945578% Epoch 15, Batch 162305 -Loss: 0.0907 Validation Accuracy: 93.378685% Epoch 15, Batch 162433 -Loss: 0.1154 Validation Accuracy: 93.650794% Epoch 15, Batch 162561 -Loss: 0.0347 Validation Accuracy: 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-Loss: 0.1167 Validation Accuracy: 93.718821% Epoch 15, Batch 168321 -Loss: 0.0744 Validation Accuracy: 93.310658% Epoch 15, Batch 168449 -Loss: 0.0537 Validation Accuracy: 93.605442% Epoch 15, Batch 168577 -Loss: 0.1270 Validation Accuracy: 93.786848% Epoch 15, Batch 168705 -Loss: 0.1356 Validation Accuracy: 93.718821% Epoch 15, Batch 168833 -Loss: 0.0784 Validation Accuracy: 93.582766% Epoch 15, Batch 168961 -Loss: 0.0355 Validation Accuracy: 93.560091% Epoch 15, Batch 169089 -Loss: 0.0541 Validation Accuracy: 93.582766% Epoch 15, Batch 169217 -Loss: 0.0675 Validation Accuracy: 93.287982% Epoch 15, Batch 169345 -Loss: 0.1458 Validation Accuracy: 93.741497% Epoch 15, Batch 169473 -Loss: 0.0908 Validation Accuracy: 93.378685% Epoch 15, Batch 169601 -Loss: 0.1655 Validation Accuracy: 93.492064% Epoch 15, Batch 169729 -Loss: 0.1493 Validation Accuracy: 93.242630% Epoch 15, Batch 169857 -Loss: 0.0440 Validation Accuracy: 93.492064% Epoch 15, Batch 169985 -Loss: 0.0586 Validation Accuracy: 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-Loss: 0.0234 Validation Accuracy: 92.947846% Epoch 15, Batch 198017 -Loss: 0.1016 Validation Accuracy: 93.015873% Epoch 15, Batch 198145 -Loss: 0.1756 Validation Accuracy: 92.879819% Epoch 15, Batch 198273 -Loss: 0.0670 Validation Accuracy: 93.129252% Epoch 15, Batch 198401 -Loss: 0.0748 Validation Accuracy: 92.857143% Epoch 15, Batch 198529 -Loss: 0.0889 Validation Accuracy: 92.970522% Epoch 15, Batch 198657 -Loss: 0.0203 Validation Accuracy: 92.993197% Epoch 15, Batch 198785 -Loss: 0.0820 Validation Accuracy: 93.333333% Epoch 15, Batch 198913 -Loss: 0.0754 Validation Accuracy: 92.879819% Epoch 15, Batch 199041 -Loss: 0.1468 Validation Accuracy: 92.743764% Epoch 15, Batch 199169 -Loss: 0.1471 Validation Accuracy: 93.151927% Epoch 15, Batch 199297 -Loss: 0.0645 Validation Accuracy: 92.358277% Epoch 15, Batch 199425 -Loss: 0.0397 Validation Accuracy: 92.335601% Epoch 15, Batch 199553 -Loss: 0.1458 Validation Accuracy: 92.721088% Epoch 15, Batch 199681 -Loss: 0.0824 Validation Accuracy: 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Validation Accuracy: 93.741497% Epoch 16, Batch 19201 -Loss: 0.0574 Validation Accuracy: 93.287982% Epoch 16, Batch 19329 -Loss: 0.1290 Validation Accuracy: 93.560091% Epoch 16, Batch 19457 -Loss: 0.0902 Validation Accuracy: 93.560091% Epoch 16, Batch 19585 -Loss: 0.0761 Validation Accuracy: 93.832200% Epoch 16, Batch 19713 -Loss: 0.1506 Validation Accuracy: 92.879819% Epoch 16, Batch 19841 -Loss: 0.1564 Validation Accuracy: 93.446712% Epoch 16, Batch 19969 -Loss: 0.0208 Validation Accuracy: 93.333333% Epoch 16, Batch 20097 -Loss: 0.1898 Validation Accuracy: 93.265306% Epoch 16, Batch 20225 -Loss: 0.0525 Validation Accuracy: 93.061225% Epoch 16, Batch 20353 -Loss: 0.0979 Validation Accuracy: 93.174603% Epoch 16, Batch 20481 -Loss: 0.0602 Validation Accuracy: 92.947846% Epoch 16, Batch 20609 -Loss: 0.0488 Validation Accuracy: 93.560091% Epoch 16, Batch 20737 -Loss: 0.0364 Validation Accuracy: 93.333333% Epoch 16, Batch 20865 -Loss: 0.0860 Validation Accuracy: 93.786848% Epoch 16, Batch 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Validation Accuracy: 93.514739% Epoch 16, Batch 24833 -Loss: 0.1442 Validation Accuracy: 93.401361% Epoch 16, Batch 24961 -Loss: 0.0625 Validation Accuracy: 93.242630% Epoch 16, Batch 25089 -Loss: 0.1694 Validation Accuracy: 93.446712% Epoch 16, Batch 25217 -Loss: 0.0326 Validation Accuracy: 93.537415% Epoch 16, Batch 25345 -Loss: 0.0776 Validation Accuracy: 93.446712% Epoch 16, Batch 25473 -Loss: 0.0799 Validation Accuracy: 93.741497% Epoch 16, Batch 25601 -Loss: 0.0748 Validation Accuracy: 93.786848% Epoch 16, Batch 25729 -Loss: 0.0445 Validation Accuracy: 93.356009% Epoch 16, Batch 25857 -Loss: 0.0804 Validation Accuracy: 93.378685% Epoch 16, Batch 25985 -Loss: 0.0813 Validation Accuracy: 93.582766% Epoch 16, Batch 26113 -Loss: 0.0416 Validation Accuracy: 93.061225% Epoch 16, Batch 26241 -Loss: 0.0434 Validation Accuracy: 92.607710% Epoch 16, Batch 26369 -Loss: 0.1053 Validation Accuracy: 92.789116% Epoch 16, Batch 26497 -Loss: 0.1642 Validation Accuracy: 93.832200% Epoch 16, Batch 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Validation Accuracy: 93.265306% Epoch 16, Batch 36097 -Loss: 0.2164 Validation Accuracy: 93.718821% Epoch 16, Batch 36225 -Loss: 0.0436 Validation Accuracy: 93.537415% Epoch 16, Batch 36353 -Loss: 0.0631 Validation Accuracy: 93.560091% Epoch 16, Batch 36481 -Loss: 0.1438 Validation Accuracy: 93.832200% Epoch 16, Batch 36609 -Loss: 0.0841 Validation Accuracy: 93.129252% Epoch 16, Batch 36737 -Loss: 0.0903 Validation Accuracy: 93.378685% Epoch 16, Batch 36865 -Loss: 0.0563 Validation Accuracy: 93.265306% Epoch 16, Batch 36993 -Loss: 0.0845 Validation Accuracy: 93.015873% Epoch 16, Batch 37121 -Loss: 0.1166 Validation Accuracy: 93.492064% Epoch 16, Batch 37249 -Loss: 0.1058 Validation Accuracy: 93.197279% Epoch 16, Batch 37377 -Loss: 0.1101 Validation Accuracy: 93.129252% Epoch 16, Batch 37505 -Loss: 0.0587 Validation Accuracy: 93.673469% Epoch 16, Batch 37633 -Loss: 0.0979 Validation Accuracy: 93.424036% Epoch 16, Batch 37761 -Loss: 0.0330 Validation Accuracy: 93.446712% Epoch 16, Batch 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Validation Accuracy: 93.378685% Epoch 16, Batch 41729 -Loss: 0.0933 Validation Accuracy: 93.106576% Epoch 16, Batch 41857 -Loss: 0.1086 Validation Accuracy: 93.492063% Epoch 16, Batch 41985 -Loss: 0.1404 Validation Accuracy: 93.605442% Epoch 16, Batch 42113 -Loss: 0.1691 Validation Accuracy: 93.469388% Epoch 16, Batch 42241 -Loss: 0.0445 Validation Accuracy: 93.673469% Epoch 16, Batch 42369 -Loss: 0.0521 Validation Accuracy: 93.922902% Epoch 16, Batch 42497 -Loss: 0.0211 Validation Accuracy: 93.287982% Epoch 16, Batch 42625 -Loss: 0.1321 Validation Accuracy: 93.492064% Epoch 16, Batch 42753 -Loss: 0.0384 Validation Accuracy: 93.786848% Epoch 16, Batch 42881 -Loss: 0.0377 Validation Accuracy: 93.968254% Epoch 16, Batch 43009 -Loss: 0.0624 Validation Accuracy: 93.605442% Epoch 16, Batch 43137 -Loss: 0.0565 Validation Accuracy: 93.990930% Epoch 16, Batch 43265 -Loss: 0.1154 Validation Accuracy: 93.718821% Epoch 16, Batch 43393 -Loss: 0.0593 Validation Accuracy: 93.650794% Epoch 16, Batch 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Validation Accuracy: 93.582766% Epoch 16, Batch 47361 -Loss: 0.2268 Validation Accuracy: 93.832200% Epoch 16, Batch 47489 -Loss: 0.0491 Validation Accuracy: 93.356009% Epoch 16, Batch 47617 -Loss: 0.0124 Validation Accuracy: 93.446712% Epoch 16, Batch 47745 -Loss: 0.0522 Validation Accuracy: 93.446712% Epoch 16, Batch 47873 -Loss: 0.0498 Validation Accuracy: 93.560091% Epoch 16, Batch 48001 -Loss: 0.0880 Validation Accuracy: 93.219955% Epoch 16, Batch 48129 -Loss: 0.0988 Validation Accuracy: 93.310658% Epoch 16, Batch 48257 -Loss: 0.1740 Validation Accuracy: 93.741497% Epoch 16, Batch 48385 -Loss: 0.0841 Validation Accuracy: 93.378685% Epoch 16, Batch 48513 -Loss: 0.1676 Validation Accuracy: 93.650794% Epoch 16, Batch 48641 -Loss: 0.2277 Validation Accuracy: 93.764172% Epoch 16, Batch 48769 -Loss: 0.0989 Validation Accuracy: 93.106576% Epoch 16, Batch 48897 -Loss: 0.0676 Validation Accuracy: 93.106576% Epoch 16, Batch 49025 -Loss: 0.1540 Validation Accuracy: 93.514739% Epoch 16, Batch 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Validation Accuracy: 93.786848% Epoch 16, Batch 52993 -Loss: 0.1082 Validation Accuracy: 93.605442% Epoch 16, Batch 53121 -Loss: 0.1050 Validation Accuracy: 94.058957% Epoch 16, Batch 53249 -Loss: 0.1327 Validation Accuracy: 93.378685% Epoch 16, Batch 53377 -Loss: 0.1057 Validation Accuracy: 93.582766% Epoch 16, Batch 53505 -Loss: 0.0744 Validation Accuracy: 93.764172% Epoch 16, Batch 53633 -Loss: 0.1416 Validation Accuracy: 93.492063% Epoch 16, Batch 53761 -Loss: 0.0477 Validation Accuracy: 93.741497% Epoch 16, Batch 53889 -Loss: 0.1173 Validation Accuracy: 93.446712% Epoch 16, Batch 54017 -Loss: 0.0537 Validation Accuracy: 93.333333% Epoch 16, Batch 54145 -Loss: 0.2094 Validation Accuracy: 93.378685% Epoch 16, Batch 54273 -Loss: 0.0250 Validation Accuracy: 93.900227% Epoch 16, Batch 54401 -Loss: 0.0595 Validation Accuracy: 93.968254% Epoch 16, Batch 54529 -Loss: 0.0290 Validation Accuracy: 93.718821% Epoch 16, Batch 54657 -Loss: 0.1232 Validation Accuracy: 93.650794% Epoch 16, Batch 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Validation Accuracy: 93.809524% Epoch 16, Batch 58625 -Loss: 0.0650 Validation Accuracy: 93.696145% Epoch 16, Batch 58753 -Loss: 0.0303 Validation Accuracy: 93.922903% Epoch 16, Batch 58881 -Loss: 0.0941 Validation Accuracy: 93.696145% Epoch 16, Batch 59009 -Loss: 0.0860 Validation Accuracy: 93.650794% Epoch 16, Batch 59137 -Loss: 0.1260 Validation Accuracy: 93.628118% Epoch 16, Batch 59265 -Loss: 0.1058 Validation Accuracy: 93.786848% Epoch 16, Batch 59393 -Loss: 0.0307 Validation Accuracy: 93.582766% Epoch 16, Batch 59521 -Loss: 0.1801 Validation Accuracy: 93.741497% Epoch 16, Batch 59649 -Loss: 0.2648 Validation Accuracy: 93.786848% Epoch 16, Batch 59777 -Loss: 0.0504 Validation Accuracy: 93.560091% Epoch 16, Batch 59905 -Loss: 0.1081 Validation Accuracy: 93.650794% Epoch 16, Batch 60033 -Loss: 0.1145 Validation Accuracy: 93.333333% Epoch 16, Batch 60161 -Loss: 0.1019 Validation Accuracy: 93.310658% Epoch 16, Batch 60289 -Loss: 0.0802 Validation Accuracy: 94.081633% Epoch 16, Batch 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Validation Accuracy: 93.537415% Epoch 16, Batch 64257 -Loss: 0.0832 Validation Accuracy: 93.900227% Epoch 16, Batch 64385 -Loss: 0.0452 Validation Accuracy: 94.036281% Epoch 16, Batch 64513 -Loss: 0.0603 Validation Accuracy: 93.877551% Epoch 16, Batch 64641 -Loss: 0.0241 Validation Accuracy: 93.741497% Epoch 16, Batch 64769 -Loss: 0.0595 Validation Accuracy: 93.900227% Epoch 16, Batch 64897 -Loss: 0.1032 Validation Accuracy: 93.922902% Epoch 16, Batch 65025 -Loss: 0.0420 Validation Accuracy: 93.537415% Epoch 16, Batch 65153 -Loss: 0.0370 Validation Accuracy: 93.900227% Epoch 16, Batch 65281 -Loss: 0.1235 Validation Accuracy: 93.605442% Epoch 16, Batch 65409 -Loss: 0.0355 Validation Accuracy: 93.741497% Epoch 16, Batch 65537 -Loss: 0.1014 Validation Accuracy: 93.650794% Epoch 16, Batch 65665 -Loss: 0.1813 Validation Accuracy: 94.104308% Epoch 16, Batch 65793 -Loss: 0.1646 Validation Accuracy: 93.628118% Epoch 16, Batch 65921 -Loss: 0.0718 Validation Accuracy: 94.263039% Epoch 16, Batch 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Validation Accuracy: 93.673469% Epoch 16, Batch 69889 -Loss: 0.0380 Validation Accuracy: 94.195011% Epoch 16, Batch 70017 -Loss: 0.0789 Validation Accuracy: 93.786848% Epoch 16, Batch 70145 -Loss: 0.0646 Validation Accuracy: 94.149660% Epoch 16, Batch 70273 -Loss: 0.0412 Validation Accuracy: 93.696145% Epoch 16, Batch 70401 -Loss: 0.1589 Validation Accuracy: 93.537415% Epoch 16, Batch 70529 -Loss: 0.0538 Validation Accuracy: 93.469388% Epoch 16, Batch 70657 -Loss: 0.0564 Validation Accuracy: 93.718821% Epoch 16, Batch 70785 -Loss: 0.1325 Validation Accuracy: 93.628118% Epoch 16, Batch 70913 -Loss: 0.0876 Validation Accuracy: 93.900227% Epoch 16, Batch 71041 -Loss: 0.0572 Validation Accuracy: 93.605442% Epoch 16, Batch 71169 -Loss: 0.0956 Validation Accuracy: 93.832200% Epoch 16, Batch 71297 -Loss: 0.0617 Validation Accuracy: 93.696145% Epoch 16, Batch 71425 -Loss: 0.1397 Validation Accuracy: 94.036281% Epoch 16, Batch 71553 -Loss: 0.0581 Validation Accuracy: 93.696145% Epoch 16, Batch 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Validation Accuracy: 93.514739% Epoch 16, Batch 75521 -Loss: 0.0554 Validation Accuracy: 93.356009% Epoch 16, Batch 75649 -Loss: 0.0815 Validation Accuracy: 93.287982% Epoch 16, Batch 75777 -Loss: 0.0579 Validation Accuracy: 93.174603% Epoch 16, Batch 75905 -Loss: 0.0820 Validation Accuracy: 93.469388% Epoch 16, Batch 76033 -Loss: 0.1202 Validation Accuracy: 93.333333% Epoch 16, Batch 76161 -Loss: 0.0314 Validation Accuracy: 93.242630% Epoch 16, Batch 76289 -Loss: 0.0994 Validation Accuracy: 93.197279% Epoch 16, Batch 76417 -Loss: 0.1095 Validation Accuracy: 93.242630% Epoch 16, Batch 76545 -Loss: 0.0351 Validation Accuracy: 93.287982% Epoch 16, Batch 76673 -Loss: 0.0356 Validation Accuracy: 93.741497% Epoch 16, Batch 76801 -Loss: 0.0577 Validation Accuracy: 93.401361% Epoch 16, Batch 76929 -Loss: 0.0647 Validation Accuracy: 92.925170% Epoch 16, Batch 77057 -Loss: 0.0227 Validation Accuracy: 93.718821% Epoch 16, Batch 77185 -Loss: 0.0331 Validation Accuracy: 93.537415% Epoch 16, Batch 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Validation Accuracy: 93.560091% Epoch 16, Batch 81153 -Loss: 0.0517 Validation Accuracy: 93.628118% Epoch 16, Batch 81281 -Loss: 0.0517 Validation Accuracy: 93.197279% Epoch 16, Batch 81409 -Loss: 0.0914 Validation Accuracy: 93.287982% Epoch 16, Batch 81537 -Loss: 0.0726 Validation Accuracy: 93.356009% Epoch 16, Batch 81665 -Loss: 0.0759 Validation Accuracy: 93.083900% Epoch 16, Batch 81793 -Loss: 0.0752 Validation Accuracy: 93.492063% Epoch 16, Batch 81921 -Loss: 0.1425 Validation Accuracy: 93.287982% Epoch 16, Batch 82049 -Loss: 0.1327 Validation Accuracy: 93.061224% Epoch 16, Batch 82177 -Loss: 0.0382 Validation Accuracy: 93.582766% Epoch 16, Batch 82305 -Loss: 0.2665 Validation Accuracy: 93.242630% Epoch 16, Batch 82433 -Loss: 0.0395 Validation Accuracy: 92.993197% Epoch 16, Batch 82561 -Loss: 0.1065 Validation Accuracy: 93.333333% Epoch 16, Batch 82689 -Loss: 0.1482 Validation Accuracy: 93.310658% Epoch 16, Batch 82817 -Loss: 0.0399 Validation Accuracy: 93.061224% Epoch 16, Batch 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Validation Accuracy: 93.378685% Epoch 16, Batch 86785 -Loss: 0.0950 Validation Accuracy: 93.106576% Epoch 16, Batch 86913 -Loss: 0.0468 Validation Accuracy: 92.993197% Epoch 16, Batch 87041 -Loss: 0.0786 Validation Accuracy: 93.560091% Epoch 16, Batch 87169 -Loss: 0.1554 Validation Accuracy: 92.993197% Epoch 16, Batch 87297 -Loss: 0.0807 Validation Accuracy: 93.197279% Epoch 16, Batch 87425 -Loss: 0.0609 Validation Accuracy: 93.197279% Epoch 16, Batch 87553 -Loss: 0.1572 Validation Accuracy: 93.287982% Epoch 16, Batch 87681 -Loss: 0.0360 Validation Accuracy: 92.902494% Epoch 16, Batch 87809 -Loss: 0.1296 Validation Accuracy: 93.083900% Epoch 16, Batch 87937 -Loss: 0.1577 Validation Accuracy: 93.265306% Epoch 16, Batch 88065 -Loss: 0.1158 Validation Accuracy: 93.356009% Epoch 16, Batch 88193 -Loss: 0.0423 Validation Accuracy: 92.947846% Epoch 16, Batch 88321 -Loss: 0.0452 Validation Accuracy: 92.947846% Epoch 16, Batch 88449 -Loss: 0.1503 Validation Accuracy: 93.197279% Epoch 16, Batch 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Validation Accuracy: 93.764172% Epoch 16, Batch 92417 -Loss: 0.0389 Validation Accuracy: 94.217687% Epoch 16, Batch 92545 -Loss: 0.1508 Validation Accuracy: 93.968254% Epoch 16, Batch 92673 -Loss: 0.0725 Validation Accuracy: 93.900227% Epoch 16, Batch 92801 -Loss: 0.0878 Validation Accuracy: 93.469388% Epoch 16, Batch 92929 -Loss: 0.0867 Validation Accuracy: 93.922902% Epoch 16, Batch 93057 -Loss: 0.0709 Validation Accuracy: 93.174603% Epoch 16, Batch 93185 -Loss: 0.0530 Validation Accuracy: 93.877551% Epoch 16, Batch 93313 -Loss: 0.0653 Validation Accuracy: 93.560091% Epoch 16, Batch 93441 -Loss: 0.0497 Validation Accuracy: 93.650794% Epoch 16, Batch 93569 -Loss: 0.1212 Validation Accuracy: 93.809524% Epoch 16, Batch 93697 -Loss: 0.1067 Validation Accuracy: 93.832200% Epoch 16, Batch 93825 -Loss: 0.0266 Validation Accuracy: 93.537415% Epoch 16, Batch 93953 -Loss: 0.0288 Validation Accuracy: 93.922903% Epoch 16, Batch 94081 -Loss: 0.1007 Validation Accuracy: 93.401361% Epoch 16, Batch 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Validation Accuracy: 93.628118% Epoch 16, Batch 98049 -Loss: 0.1463 Validation Accuracy: 93.650794% Epoch 16, Batch 98177 -Loss: 0.0567 Validation Accuracy: 94.149660% Epoch 16, Batch 98305 -Loss: 0.1025 Validation Accuracy: 93.628118% Epoch 16, Batch 98433 -Loss: 0.0618 Validation Accuracy: 93.673469% Epoch 16, Batch 98561 -Loss: 0.0519 Validation Accuracy: 93.741497% Epoch 16, Batch 98689 -Loss: 0.0876 Validation Accuracy: 93.537415% Epoch 16, Batch 98817 -Loss: 0.1119 Validation Accuracy: 93.537415% Epoch 16, Batch 98945 -Loss: 0.0438 Validation Accuracy: 93.197279% Epoch 16, Batch 99073 -Loss: 0.0605 Validation Accuracy: 93.650794% Epoch 16, Batch 99201 -Loss: 0.0249 Validation Accuracy: 93.945578% Epoch 16, Batch 99329 -Loss: 0.0510 Validation Accuracy: 93.446712% Epoch 16, Batch 99457 -Loss: 0.0987 Validation Accuracy: 93.696145% Epoch 16, Batch 99585 -Loss: 0.0898 Validation Accuracy: 94.126984% Epoch 16, Batch 99713 -Loss: 0.0973 Validation Accuracy: 93.673469% Epoch 16, Batch 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Validation Accuracy: 93.628118% Epoch 16, Batch 105473 -Loss: 0.0866 Validation Accuracy: 93.854875% Epoch 16, Batch 105601 -Loss: 0.1282 Validation Accuracy: 93.741497% Epoch 16, Batch 105729 -Loss: 0.0736 Validation Accuracy: 93.718821% Epoch 16, Batch 105857 -Loss: 0.0495 Validation Accuracy: 93.582766% Epoch 16, Batch 105985 -Loss: 0.0265 Validation Accuracy: 93.605442% Epoch 16, Batch 106113 -Loss: 0.0447 Validation Accuracy: 93.514739% Epoch 16, Batch 106241 -Loss: 0.0332 Validation Accuracy: 93.945578% Epoch 16, Batch 106369 -Loss: 0.1198 Validation Accuracy: 93.446712% Epoch 16, Batch 106497 -Loss: 0.0576 Validation Accuracy: 93.287982% Epoch 16, Batch 106625 -Loss: 0.0831 Validation Accuracy: 93.650794% Epoch 16, Batch 106753 -Loss: 0.0594 Validation Accuracy: 93.877551% Epoch 16, Batch 106881 -Loss: 0.0938 Validation Accuracy: 93.922903% Epoch 16, Batch 107009 -Loss: 0.0812 Validation Accuracy: 93.786848% Epoch 16, Batch 107137 -Loss: 0.0646 Validation Accuracy: 93.333333% 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-Loss: 0.1494 Validation Accuracy: 93.378685% Epoch 16, Batch 112897 -Loss: 0.1977 Validation Accuracy: 93.786848% Epoch 16, Batch 113025 -Loss: 0.0828 Validation Accuracy: 93.741497% Epoch 16, Batch 113153 -Loss: 0.1360 Validation Accuracy: 93.990930% Epoch 16, Batch 113281 -Loss: 0.0690 Validation Accuracy: 93.854875% Epoch 16, Batch 113409 -Loss: 0.0453 Validation Accuracy: 93.560091% Epoch 16, Batch 113537 -Loss: 0.0606 Validation Accuracy: 93.424036% Epoch 16, Batch 113665 -Loss: 0.1426 Validation Accuracy: 93.356009% Epoch 16, Batch 113793 -Loss: 0.0614 Validation Accuracy: 93.219955% Epoch 16, Batch 113921 -Loss: 0.0608 Validation Accuracy: 93.650794% Epoch 16, Batch 114049 -Loss: 0.0881 Validation Accuracy: 93.265306% Epoch 16, Batch 114177 -Loss: 0.0266 Validation Accuracy: 93.401361% Epoch 16, Batch 114305 -Loss: 0.0565 Validation Accuracy: 93.378685% Epoch 16, Batch 114433 -Loss: 0.1111 Validation Accuracy: 93.310658% Epoch 16, Batch 114561 -Loss: 0.0214 Validation Accuracy: 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-Loss: 0.0717 Validation Accuracy: 93.378685% Epoch 16, Batch 116609 -Loss: 0.1950 Validation Accuracy: 93.129252% Epoch 16, Batch 116737 -Loss: 0.0590 Validation Accuracy: 93.197279% Epoch 16, Batch 116865 -Loss: 0.0607 Validation Accuracy: 93.605442% Epoch 16, Batch 116993 -Loss: 0.0445 Validation Accuracy: 93.628118% Epoch 16, Batch 117121 -Loss: 0.1000 Validation Accuracy: 93.514739% Epoch 16, Batch 117249 -Loss: 0.0381 Validation Accuracy: 93.446712% Epoch 16, Batch 117377 -Loss: 0.0632 Validation Accuracy: 93.310658% Epoch 16, Batch 117505 -Loss: 0.0773 Validation Accuracy: 93.401361% Epoch 16, Batch 117633 -Loss: 0.0663 Validation Accuracy: 93.469388% Epoch 16, Batch 117761 -Loss: 0.0620 Validation Accuracy: 93.446712% Epoch 16, Batch 117889 -Loss: 0.0610 Validation Accuracy: 93.492064% Epoch 16, Batch 118017 -Loss: 0.1135 Validation Accuracy: 93.083900% Epoch 16, Batch 118145 -Loss: 0.1738 Validation Accuracy: 93.446712% Epoch 16, Batch 118273 -Loss: 0.0376 Validation Accuracy: 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-Loss: 0.1084 Validation Accuracy: 93.265306% Epoch 16, Batch 120321 -Loss: 0.1028 Validation Accuracy: 93.492064% Epoch 16, Batch 120449 -Loss: 0.1047 Validation Accuracy: 92.834467% Epoch 16, Batch 120577 -Loss: 0.0508 Validation Accuracy: 92.947846% Epoch 16, Batch 120705 -Loss: 0.0546 Validation Accuracy: 93.242630% Epoch 16, Batch 120833 -Loss: 0.0889 Validation Accuracy: 92.721088% Epoch 16, Batch 120961 -Loss: 0.0804 Validation Accuracy: 93.219955% Epoch 16, Batch 121089 -Loss: 0.0799 Validation Accuracy: 93.741497% Epoch 16, Batch 121217 -Loss: 0.0626 Validation Accuracy: 93.061224% Epoch 16, Batch 121345 -Loss: 0.0818 Validation Accuracy: 93.401361% Epoch 16, Batch 121473 -Loss: 0.0691 Validation Accuracy: 93.242630% Epoch 16, Batch 121601 -Loss: 0.1226 Validation Accuracy: 93.446712% Epoch 16, Batch 121729 -Loss: 0.0912 Validation Accuracy: 93.401361% Epoch 16, Batch 121857 -Loss: 0.0991 Validation Accuracy: 93.469388% Epoch 16, Batch 121985 -Loss: 0.0595 Validation Accuracy: 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-Loss: 0.1894 Validation Accuracy: 93.287982% Epoch 16, Batch 124033 -Loss: 0.1694 Validation Accuracy: 93.492063% Epoch 16, Batch 124161 -Loss: 0.0448 Validation Accuracy: 93.265306% Epoch 16, Batch 124289 -Loss: 0.0450 Validation Accuracy: 93.287982% Epoch 16, Batch 124417 -Loss: 0.0399 Validation Accuracy: 93.310658% Epoch 16, Batch 124545 -Loss: 0.0960 Validation Accuracy: 93.650794% Epoch 16, Batch 124673 -Loss: 0.1186 Validation Accuracy: 93.333333% Epoch 16, Batch 124801 -Loss: 0.1877 Validation Accuracy: 92.947846% Epoch 16, Batch 124929 -Loss: 0.0840 Validation Accuracy: 93.401361% Epoch 16, Batch 125057 -Loss: 0.1030 Validation Accuracy: 92.947846% Epoch 16, Batch 125185 -Loss: 0.1102 Validation Accuracy: 93.129252% Epoch 16, Batch 125313 -Loss: 0.0663 Validation Accuracy: 93.333333% Epoch 16, Batch 125441 -Loss: 0.1165 Validation Accuracy: 93.083900% Epoch 16, Batch 125569 -Loss: 0.0903 Validation Accuracy: 92.630385% Epoch 16, Batch 125697 -Loss: 0.0661 Validation Accuracy: 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-Loss: 0.0630 Validation Accuracy: 92.721088% Epoch 16, Batch 127745 -Loss: 0.1032 Validation Accuracy: 93.106576% Epoch 16, Batch 127873 -Loss: 0.0826 Validation Accuracy: 93.537415% Epoch 16, Batch 128001 -Loss: 0.1054 Validation Accuracy: 93.424036% Epoch 16, Batch 128129 -Loss: 0.0954 Validation Accuracy: 93.151927% Epoch 16, Batch 128257 -Loss: 0.1252 Validation Accuracy: 93.832200% Epoch 16, Batch 128385 -Loss: 0.0653 Validation Accuracy: 93.628118% Epoch 16, Batch 128513 -Loss: 0.0625 Validation Accuracy: 93.356009% Epoch 16, Batch 128641 -Loss: 0.0290 Validation Accuracy: 93.673469% Epoch 16, Batch 128769 -Loss: 0.1539 Validation Accuracy: 94.285714% Epoch 16, Batch 128897 -Loss: 0.1048 Validation Accuracy: 93.990930% Epoch 16, Batch 129025 -Loss: 0.0533 Validation Accuracy: 93.786848% Epoch 16, Batch 129153 -Loss: 0.0619 Validation Accuracy: 93.696145% Epoch 16, Batch 129281 -Loss: 0.1594 Validation Accuracy: 93.900227% Epoch 16, Batch 129409 -Loss: 0.0624 Validation Accuracy: 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-Loss: 0.1318 Validation Accuracy: 94.149660% Epoch 16, Batch 131457 -Loss: 0.0926 Validation Accuracy: 94.058957% Epoch 16, Batch 131585 -Loss: 0.0644 Validation Accuracy: 94.013605% Epoch 16, Batch 131713 -Loss: 0.1271 Validation Accuracy: 93.696145% Epoch 16, Batch 131841 -Loss: 0.1127 Validation Accuracy: 93.197279% Epoch 16, Batch 131969 -Loss: 0.0883 Validation Accuracy: 93.696145% Epoch 16, Batch 132097 -Loss: 0.1187 Validation Accuracy: 93.696145% Epoch 16, Batch 132225 -Loss: 0.0866 Validation Accuracy: 93.877551% Epoch 16, Batch 132353 -Loss: 0.1930 Validation Accuracy: 93.356009% Epoch 16, Batch 132481 -Loss: 0.1157 Validation Accuracy: 93.990930% Epoch 16, Batch 132609 -Loss: 0.1349 Validation Accuracy: 93.764172% Epoch 16, Batch 132737 -Loss: 0.0570 Validation Accuracy: 93.492064% Epoch 16, Batch 132865 -Loss: 0.0475 Validation Accuracy: 93.696145% Epoch 16, Batch 132993 -Loss: 0.1053 Validation Accuracy: 94.104308% Epoch 16, Batch 133121 -Loss: 0.0466 Validation Accuracy: 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-Loss: 0.0953 Validation Accuracy: 93.605442% Epoch 16, Batch 135169 -Loss: 0.1009 Validation Accuracy: 93.718821% Epoch 16, Batch 135297 -Loss: 0.1222 Validation Accuracy: 93.900227% Epoch 16, Batch 135425 -Loss: 0.1327 Validation Accuracy: 94.126984% Epoch 16, Batch 135553 -Loss: 0.0779 Validation Accuracy: 94.716553% Epoch 16, Batch 135681 -Loss: 0.0659 Validation Accuracy: 93.673469% Epoch 16, Batch 135809 -Loss: 0.1269 Validation Accuracy: 94.308390% Epoch 16, Batch 135937 -Loss: 0.0395 Validation Accuracy: 94.013605% Epoch 16, Batch 136065 -Loss: 0.0817 Validation Accuracy: 93.764172% Epoch 16, Batch 136193 -Loss: 0.1113 Validation Accuracy: 93.945578% Epoch 16, Batch 136321 -Loss: 0.0881 Validation Accuracy: 93.968254% Epoch 16, Batch 136449 -Loss: 0.0509 Validation Accuracy: 93.832200% Epoch 16, Batch 136577 -Loss: 0.1382 Validation Accuracy: 93.832200% Epoch 16, Batch 136705 -Loss: 0.0426 Validation Accuracy: 93.786848% Epoch 16, Batch 136833 -Loss: 0.1079 Validation Accuracy: 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-Loss: 0.0795 Validation Accuracy: 93.582766% Epoch 16, Batch 138881 -Loss: 0.0159 Validation Accuracy: 93.061225% Epoch 16, Batch 139009 -Loss: 0.1272 Validation Accuracy: 93.809524% Epoch 16, Batch 139137 -Loss: 0.0305 Validation Accuracy: 93.469388% Epoch 16, Batch 139265 -Loss: 0.1382 Validation Accuracy: 93.582766% Epoch 16, Batch 139393 -Loss: 0.0921 Validation Accuracy: 93.424036% Epoch 16, Batch 139521 -Loss: 0.0516 Validation Accuracy: 93.219955% Epoch 16, Batch 139649 -Loss: 0.1046 Validation Accuracy: 93.537415% Epoch 16, Batch 139777 -Loss: 0.1282 Validation Accuracy: 93.378685% Epoch 16, Batch 139905 -Loss: 0.0379 Validation Accuracy: 93.174603% Epoch 16, Batch 140033 -Loss: 0.0735 Validation Accuracy: 93.718821% Epoch 16, Batch 140161 -Loss: 0.0880 Validation Accuracy: 93.287982% Epoch 16, Batch 140289 -Loss: 0.1021 Validation Accuracy: 93.401361% Epoch 16, Batch 140417 -Loss: 0.1244 Validation Accuracy: 93.197279% Epoch 16, Batch 140545 -Loss: 0.1066 Validation Accuracy: 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-Loss: 0.0922 Validation Accuracy: 93.832200% Epoch 16, Batch 142593 -Loss: 0.0514 Validation Accuracy: 93.786848% Epoch 16, Batch 142721 -Loss: 0.1410 Validation Accuracy: 93.696145% Epoch 16, Batch 142849 -Loss: 0.1634 Validation Accuracy: 93.809524% Epoch 16, Batch 142977 -Loss: 0.0749 Validation Accuracy: 94.036281% Epoch 16, Batch 143105 -Loss: 0.1364 Validation Accuracy: 94.104308% Epoch 16, Batch 143233 -Loss: 0.0557 Validation Accuracy: 93.945578% Epoch 16, Batch 143361 -Loss: 0.0319 Validation Accuracy: 94.217687% Epoch 16, Batch 143489 -Loss: 0.1311 Validation Accuracy: 93.854875% Epoch 16, Batch 143617 -Loss: 0.0637 Validation Accuracy: 93.741497% Epoch 16, Batch 143745 -Loss: 0.0762 Validation Accuracy: 94.217687% Epoch 16, Batch 143873 -Loss: 0.0093 Validation Accuracy: 94.263039% Epoch 16, Batch 144001 -Loss: 0.1416 Validation Accuracy: 94.126984% Epoch 16, Batch 144129 -Loss: 0.0558 Validation Accuracy: 93.832200% Epoch 16, Batch 144257 -Loss: 0.1330 Validation Accuracy: 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-Loss: 0.0697 Validation Accuracy: 93.990930% Epoch 16, Batch 146305 -Loss: 0.0510 Validation Accuracy: 93.809524% Epoch 16, Batch 146433 -Loss: 0.0388 Validation Accuracy: 94.058957% Epoch 16, Batch 146561 -Loss: 0.0339 Validation Accuracy: 93.809524% Epoch 16, Batch 146689 -Loss: 0.0993 Validation Accuracy: 93.922903% Epoch 16, Batch 146817 -Loss: 0.0644 Validation Accuracy: 94.240363% Epoch 16, Batch 146945 -Loss: 0.1476 Validation Accuracy: 93.718821% Epoch 16, Batch 147073 -Loss: 0.0798 Validation Accuracy: 94.081633% Epoch 16, Batch 147201 -Loss: 0.0981 Validation Accuracy: 93.696145% Epoch 16, Batch 147329 -Loss: 0.0951 Validation Accuracy: 93.922903% Epoch 16, Batch 147457 -Loss: 0.0545 Validation Accuracy: 94.013605% Epoch 16, Batch 147585 -Loss: 0.0366 Validation Accuracy: 93.786848% Epoch 16, Batch 147713 -Loss: 0.0809 Validation Accuracy: 93.854875% Epoch 16, Batch 147841 -Loss: 0.0814 Validation Accuracy: 94.149660% Epoch 16, Batch 147969 -Loss: 0.0556 Validation Accuracy: 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-Loss: 0.1049 Validation Accuracy: 93.809524% Epoch 16, Batch 150017 -Loss: 0.0376 Validation Accuracy: 94.467120% Epoch 16, Batch 150145 -Loss: 0.0693 Validation Accuracy: 93.786848% Epoch 16, Batch 150273 -Loss: 0.0714 Validation Accuracy: 94.104308% Epoch 16, Batch 150401 -Loss: 0.0741 Validation Accuracy: 93.877551% Epoch 16, Batch 150529 -Loss: 0.0672 Validation Accuracy: 93.854875% Epoch 16, Batch 150657 -Loss: 0.0867 Validation Accuracy: 93.968254% Epoch 16, Batch 150785 -Loss: 0.1527 Validation Accuracy: 94.331066% Epoch 16, Batch 150913 -Loss: 0.1296 Validation Accuracy: 93.968254% Epoch 16, Batch 151041 -Loss: 0.0562 Validation Accuracy: 94.353741% Epoch 16, Batch 151169 -Loss: 0.1584 Validation Accuracy: 93.514739% Epoch 16, Batch 151297 -Loss: 0.0696 Validation Accuracy: 94.013605% Epoch 16, Batch 151425 -Loss: 0.0911 Validation Accuracy: 94.172336% Epoch 16, Batch 151553 -Loss: 0.1128 Validation Accuracy: 93.741497% Epoch 16, Batch 151681 -Loss: 0.0607 Validation Accuracy: 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-Loss: 0.0358 Validation Accuracy: 93.265306% Epoch 16, Batch 153729 -Loss: 0.0448 Validation Accuracy: 93.537415% Epoch 16, Batch 153857 -Loss: 0.0692 Validation Accuracy: 93.628118% Epoch 16, Batch 153985 -Loss: 0.0843 Validation Accuracy: 93.537415% Epoch 16, Batch 154113 -Loss: 0.1074 Validation Accuracy: 92.607710% Epoch 16, Batch 154241 -Loss: 0.0544 Validation Accuracy: 93.469388% Epoch 16, Batch 154369 -Loss: 0.0400 Validation Accuracy: 93.446712% Epoch 16, Batch 154497 -Loss: 0.1488 Validation Accuracy: 93.900227% Epoch 16, Batch 154625 -Loss: 0.0636 Validation Accuracy: 93.446712% Epoch 16, Batch 154753 -Loss: 0.0687 Validation Accuracy: 93.333333% Epoch 16, Batch 154881 -Loss: 0.0973 Validation Accuracy: 93.378685% Epoch 16, Batch 155009 -Loss: 0.1298 Validation Accuracy: 93.356009% Epoch 16, Batch 155137 -Loss: 0.0868 Validation Accuracy: 93.764172% Epoch 16, Batch 155265 -Loss: 0.1106 Validation Accuracy: 93.832200% Epoch 16, Batch 155393 -Loss: 0.0417 Validation Accuracy: 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-Loss: 0.0215 Validation Accuracy: 93.696145% Epoch 16, Batch 157441 -Loss: 0.0340 Validation Accuracy: 93.990930% Epoch 16, Batch 157569 -Loss: 0.0713 Validation Accuracy: 93.900227% Epoch 16, Batch 157697 -Loss: 0.0446 Validation Accuracy: 93.968254% Epoch 16, Batch 157825 -Loss: 0.1605 Validation Accuracy: 93.922902% Epoch 16, Batch 157953 -Loss: 0.0533 Validation Accuracy: 94.195011% Epoch 16, Batch 158081 -Loss: 0.0276 Validation Accuracy: 93.764172% Epoch 16, Batch 158209 -Loss: 0.0905 Validation Accuracy: 94.126984% Epoch 16, Batch 158337 -Loss: 0.0823 Validation Accuracy: 93.990930% Epoch 16, Batch 158465 -Loss: 0.0768 Validation Accuracy: 93.900227% Epoch 16, Batch 158593 -Loss: 0.0960 Validation Accuracy: 93.673469% Epoch 16, Batch 158721 -Loss: 0.0641 Validation Accuracy: 94.240363% Epoch 16, Batch 158849 -Loss: 0.0565 Validation Accuracy: 93.673469% Epoch 16, Batch 158977 -Loss: 0.0415 Validation Accuracy: 94.081633% Epoch 16, Batch 159105 -Loss: 0.0998 Validation Accuracy: 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-Loss: 0.0542 Validation Accuracy: 93.469388% Epoch 16, Batch 161153 -Loss: 0.0563 Validation Accuracy: 92.970522% Epoch 16, Batch 161281 -Loss: 0.0906 Validation Accuracy: 93.333333% Epoch 16, Batch 161409 -Loss: 0.0830 Validation Accuracy: 93.015873% Epoch 16, Batch 161537 -Loss: 0.0400 Validation Accuracy: 93.015873% Epoch 16, Batch 161665 -Loss: 0.1296 Validation Accuracy: 93.401361% Epoch 16, Batch 161793 -Loss: 0.1009 Validation Accuracy: 93.492064% Epoch 16, Batch 161921 -Loss: 0.0862 Validation Accuracy: 93.310658% Epoch 16, Batch 162049 -Loss: 0.0950 Validation Accuracy: 93.242630% Epoch 16, Batch 162177 -Loss: 0.0824 Validation Accuracy: 93.265306% Epoch 16, Batch 162305 -Loss: 0.0763 Validation Accuracy: 93.832200% Epoch 16, Batch 162433 -Loss: 0.0751 Validation Accuracy: 93.696145% Epoch 16, Batch 162561 -Loss: 0.1880 Validation Accuracy: 93.560091% Epoch 16, Batch 162689 -Loss: 0.0165 Validation Accuracy: 93.605442% Epoch 16, Batch 162817 -Loss: 0.0655 Validation Accuracy: 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-Loss: 0.0721 Validation Accuracy: 93.741497% Epoch 16, Batch 164865 -Loss: 0.0462 Validation Accuracy: 93.628118% Epoch 16, Batch 164993 -Loss: 0.0726 Validation Accuracy: 94.263039% Epoch 16, Batch 165121 -Loss: 0.0478 Validation Accuracy: 93.401361% Epoch 16, Batch 165249 -Loss: 0.0858 Validation Accuracy: 94.172336% Epoch 16, Batch 165377 -Loss: 0.0612 Validation Accuracy: 94.399093% Epoch 16, Batch 165505 -Loss: 0.1846 Validation Accuracy: 94.285714% Epoch 16, Batch 165633 -Loss: 0.1058 Validation Accuracy: 94.058957% Epoch 16, Batch 165761 -Loss: 0.0584 Validation Accuracy: 93.968254% Epoch 16, Batch 165889 -Loss: 0.1063 Validation Accuracy: 94.285714% Epoch 16, Batch 166017 -Loss: 0.0334 Validation Accuracy: 94.172336% Epoch 16, Batch 166145 -Loss: 0.1054 Validation Accuracy: 93.718821% Epoch 16, Batch 166273 -Loss: 0.0936 Validation Accuracy: 94.467120% Epoch 16, Batch 166401 -Loss: 0.0748 Validation Accuracy: 94.149660% Epoch 16, Batch 166529 -Loss: 0.0139 Validation Accuracy: 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-Loss: 0.1017 Validation Accuracy: 94.104308% Epoch 16, Batch 168577 -Loss: 0.0654 Validation Accuracy: 94.308390% Epoch 16, Batch 168705 -Loss: 0.1274 Validation Accuracy: 94.421769% Epoch 16, Batch 168833 -Loss: 0.0450 Validation Accuracy: 94.058957% Epoch 16, Batch 168961 -Loss: 0.0814 Validation Accuracy: 94.058957% Epoch 16, Batch 169089 -Loss: 0.0884 Validation Accuracy: 94.036281% Epoch 16, Batch 169217 -Loss: 0.0670 Validation Accuracy: 94.512472% Epoch 16, Batch 169345 -Loss: 0.0416 Validation Accuracy: 94.172336% Epoch 16, Batch 169473 -Loss: 0.0335 Validation Accuracy: 94.535147% Epoch 16, Batch 169601 -Loss: 0.0151 Validation Accuracy: 93.945578% Epoch 16, Batch 169729 -Loss: 0.0295 Validation Accuracy: 94.126984% Epoch 16, Batch 169857 -Loss: 0.0453 Validation Accuracy: 94.013605% Epoch 16, Batch 169985 -Loss: 0.1363 Validation Accuracy: 94.058957% Epoch 16, Batch 170113 -Loss: 0.0579 Validation Accuracy: 93.832200% Epoch 16, Batch 170241 -Loss: 0.0276 Validation Accuracy: 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-Loss: 0.0429 Validation Accuracy: 93.809524% Epoch 16, Batch 172289 -Loss: 0.0805 Validation Accuracy: 93.083900% Epoch 16, Batch 172417 -Loss: 0.0529 Validation Accuracy: 93.446712% Epoch 16, Batch 172545 -Loss: 0.0669 Validation Accuracy: 93.968254% Epoch 16, Batch 172673 -Loss: 0.0683 Validation Accuracy: 93.741497% Epoch 16, Batch 172801 -Loss: 0.1127 Validation Accuracy: 94.013605% Epoch 16, Batch 172929 -Loss: 0.1001 Validation Accuracy: 94.149660% Epoch 16, Batch 173057 -Loss: 0.0527 Validation Accuracy: 93.696145% Epoch 16, Batch 173185 -Loss: 0.0106 Validation Accuracy: 93.628118% Epoch 16, Batch 173313 -Loss: 0.1311 Validation Accuracy: 93.469388% Epoch 16, Batch 173441 -Loss: 0.0848 Validation Accuracy: 93.741497% Epoch 16, Batch 173569 -Loss: 0.1326 Validation Accuracy: 94.058957% Epoch 16, Batch 173697 -Loss: 0.0547 Validation Accuracy: 93.900227% Epoch 16, Batch 173825 -Loss: 0.1666 Validation Accuracy: 93.718821% Epoch 16, Batch 173953 -Loss: 0.1090 Validation Accuracy: 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-Loss: 0.0782 Validation Accuracy: 93.492063% Epoch 16, Batch 176001 -Loss: 0.0992 Validation Accuracy: 93.650794% Epoch 16, Batch 176129 -Loss: 0.0693 Validation Accuracy: 93.469388% Epoch 16, Batch 176257 -Loss: 0.0306 Validation Accuracy: 93.174603% Epoch 16, Batch 176385 -Loss: 0.1216 Validation Accuracy: 92.766440% Epoch 16, Batch 176513 -Loss: 0.1745 Validation Accuracy: 93.696145% Epoch 16, Batch 176641 -Loss: 0.0732 Validation Accuracy: 93.151927% Epoch 16, Batch 176769 -Loss: 0.0802 Validation Accuracy: 93.514739% Epoch 16, Batch 176897 -Loss: 0.0404 Validation Accuracy: 93.492064% Epoch 16, Batch 177025 -Loss: 0.1560 Validation Accuracy: 93.514739% Epoch 16, Batch 177153 -Loss: 0.0815 Validation Accuracy: 93.061225% Epoch 16, Batch 177281 -Loss: 0.0624 Validation Accuracy: 93.378685% Epoch 16, Batch 177409 -Loss: 0.0578 Validation Accuracy: 93.582766% Epoch 16, Batch 177537 -Loss: 0.0481 Validation Accuracy: 93.854875% Epoch 16, Batch 177665 -Loss: 0.0445 Validation Accuracy: 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-Loss: 0.1266 Validation Accuracy: 93.061224% Epoch 16, Batch 179713 -Loss: 0.0332 Validation Accuracy: 93.514739% Epoch 16, Batch 179841 -Loss: 0.1069 Validation Accuracy: 93.015873% Epoch 16, Batch 179969 -Loss: 0.0900 Validation Accuracy: 93.106576% Epoch 16, Batch 180097 -Loss: 0.1219 Validation Accuracy: 92.743764% Epoch 16, Batch 180225 -Loss: 0.0416 Validation Accuracy: 93.174603% Epoch 16, Batch 180353 -Loss: 0.1731 Validation Accuracy: 93.537415% Epoch 16, Batch 180481 -Loss: 0.0888 Validation Accuracy: 93.492064% Epoch 16, Batch 180609 -Loss: 0.1150 Validation Accuracy: 93.197279% Epoch 16, Batch 180737 -Loss: 0.0479 Validation Accuracy: 93.401361% Epoch 16, Batch 180865 -Loss: 0.0666 Validation Accuracy: 93.401361% Epoch 16, Batch 180993 -Loss: 0.1365 Validation Accuracy: 93.197279% Epoch 16, Batch 181121 -Loss: 0.0434 Validation Accuracy: 93.446712% Epoch 16, Batch 181249 -Loss: 0.0466 Validation Accuracy: 93.356009% Epoch 16, Batch 181377 -Loss: 0.1611 Validation Accuracy: 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-Loss: 0.0662 Validation Accuracy: 93.424036% Epoch 16, Batch 201985 -Loss: 0.0762 Validation Accuracy: 93.401361% Epoch 16, Batch 202113 -Loss: 0.0370 Validation Accuracy: 93.673469% Epoch 16, Batch 202241 -Loss: 0.2030 Validation Accuracy: 93.287982% Epoch 16, Batch 202369 -Loss: 0.1561 Validation Accuracy: 93.446712% Epoch 16, Batch 202497 -Loss: 0.0356 Validation Accuracy: 93.832200% Epoch 16, Batch 202625 -Loss: 0.2207 Validation Accuracy: 93.854875% Epoch 16, Batch 202753 -Loss: 0.1108 Validation Accuracy: 93.605442% Epoch 16, Batch 202881 -Loss: 0.0134 Validation Accuracy: 93.673469% Epoch 16, Batch 203009 -Loss: 0.0926 Validation Accuracy: 93.333333% Epoch 16, Batch 203137 -Loss: 0.1060 Validation Accuracy: 93.469388% Epoch 16, Batch 203265 -Loss: 0.1393 Validation Accuracy: 93.628118% Epoch 16, Batch 203393 -Loss: 0.0540 Validation Accuracy: 93.356009% Epoch 16, Batch 203521 -Loss: 0.0535 Validation Accuracy: 93.650794% Epoch 16, Batch 203649 -Loss: 0.1342 Validation Accuracy: 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-Loss: 0.1562 Validation Accuracy: 94.421769% Epoch 16, Batch 205697 -Loss: 0.1188 Validation Accuracy: 94.421769% Epoch 16, Batch 205825 -Loss: 0.0322 Validation Accuracy: 94.081633% Epoch 16, Batch 205953 -Loss: 0.0533 Validation Accuracy: 94.013605% Epoch 16, Batch 206081 -Loss: 0.0619 Validation Accuracy: 93.696145% Epoch 16, Batch 206209 -Loss: 0.1123 Validation Accuracy: 93.492063% Epoch 16, Batch 206337 -Loss: 0.1904 Validation Accuracy: 94.058957% Epoch 16, Batch 206465 -Loss: 0.0500 Validation Accuracy: 94.285714% Epoch 16, Batch 206593 -Loss: 0.1092 Validation Accuracy: 94.331066% Epoch 16, Batch 206721 -Loss: 0.0500 Validation Accuracy: 93.809524% Epoch 16, Batch 206849 -Loss: 0.0118 Validation Accuracy: 94.036281% Epoch 16, Batch 206977 -Loss: 0.1216 Validation Accuracy: 93.922902% Epoch 16, Batch 207105 -Loss: 0.0612 Validation Accuracy: 94.444444% Epoch 16, Batch 207233 -Loss: 0.0491 Validation Accuracy: 93.990930% Epoch 16, Batch 207361 -Loss: 0.0632 Validation Accuracy: 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Validation Accuracy: 93.265306% Epoch 17, Batch 513 -Loss: 0.0453 Validation Accuracy: 93.786848% Epoch 17, Batch 641 -Loss: 0.1839 Validation Accuracy: 93.605442% Epoch 17, Batch 769 -Loss: 0.0644 Validation Accuracy: 93.741497% Epoch 17, Batch 897 -Loss: 0.0554 Validation Accuracy: 93.265306% Epoch 17, Batch 1025 -Loss: 0.0473 Validation Accuracy: 93.242630% Epoch 17, Batch 1153 -Loss: 0.1701 Validation Accuracy: 93.174603% Epoch 17, Batch 1281 -Loss: 0.1061 Validation Accuracy: 93.582766% Epoch 17, Batch 1409 -Loss: 0.0940 Validation Accuracy: 94.081633% Epoch 17, Batch 1537 -Loss: 0.0701 Validation Accuracy: 93.990930% Epoch 17, Batch 1665 -Loss: 0.1127 Validation Accuracy: 93.809524% Epoch 17, Batch 1793 -Loss: 0.0537 Validation Accuracy: 93.537415% Epoch 17, Batch 1921 -Loss: 0.0492 Validation Accuracy: 93.492063% Epoch 17, Batch 2049 -Loss: 0.0803 Validation Accuracy: 93.696145% Epoch 17, Batch 2177 -Loss: 0.0420 Validation Accuracy: 93.310658% Epoch 17, Batch 2305 -Loss: 0.0519 Validation Accuracy: 94.421769% Epoch 17, Batch 2433 -Loss: 0.1594 Validation Accuracy: 93.832200% Epoch 17, Batch 2561 -Loss: 0.1573 Validation Accuracy: 94.217687% Epoch 17, Batch 2689 -Loss: 0.0476 Validation Accuracy: 94.036281% Epoch 17, Batch 2817 -Loss: 0.0890 Validation Accuracy: 93.854875% Epoch 17, Batch 2945 -Loss: 0.1144 Validation Accuracy: 94.285714% Epoch 17, Batch 3073 -Loss: 0.0842 Validation Accuracy: 93.628118% Epoch 17, Batch 3201 -Loss: 0.1261 Validation Accuracy: 93.945578% Epoch 17, Batch 3329 -Loss: 0.1054 Validation Accuracy: 94.013605% Epoch 17, Batch 3457 -Loss: 0.0516 Validation Accuracy: 94.126984% Epoch 17, Batch 3585 -Loss: 0.0448 Validation Accuracy: 93.854875% Epoch 17, Batch 3713 -Loss: 0.0357 Validation Accuracy: 93.650794% Epoch 17, Batch 3841 -Loss: 0.0805 Validation Accuracy: 94.421769% Epoch 17, Batch 3969 -Loss: 0.1324 Validation Accuracy: 94.331066% Epoch 17, Batch 4097 -Loss: 0.1073 Validation Accuracy: 93.560091% Epoch 17, Batch 4225 -Loss: 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Validation Accuracy: 93.242630% Epoch 17, Batch 19457 -Loss: 0.0491 Validation Accuracy: 92.947846% Epoch 17, Batch 19585 -Loss: 0.0504 Validation Accuracy: 93.038549% Epoch 17, Batch 19713 -Loss: 0.0744 Validation Accuracy: 93.038549% Epoch 17, Batch 19841 -Loss: 0.0685 Validation Accuracy: 93.083900% Epoch 17, Batch 19969 -Loss: 0.0976 Validation Accuracy: 92.675737% Epoch 17, Batch 20097 -Loss: 0.0486 Validation Accuracy: 93.083900% Epoch 17, Batch 20225 -Loss: 0.0980 Validation Accuracy: 93.197279% Epoch 17, Batch 20353 -Loss: 0.1116 Validation Accuracy: 92.653061% Epoch 17, Batch 20481 -Loss: 0.0565 Validation Accuracy: 93.401361% Epoch 17, Batch 20609 -Loss: 0.1597 Validation Accuracy: 93.174603% Epoch 17, Batch 20737 -Loss: 0.1309 Validation Accuracy: 93.310658% Epoch 17, Batch 20865 -Loss: 0.1277 Validation Accuracy: 93.401361% Epoch 17, Batch 20993 -Loss: 0.0839 Validation Accuracy: 93.424036% Epoch 17, Batch 21121 -Loss: 0.0586 Validation Accuracy: 93.356009% Epoch 17, Batch 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Validation Accuracy: 93.287982% Epoch 17, Batch 30721 -Loss: 0.1236 Validation Accuracy: 94.058957% Epoch 17, Batch 30849 -Loss: 0.1008 Validation Accuracy: 93.287982% Epoch 17, Batch 30977 -Loss: 0.0653 Validation Accuracy: 93.786848% Epoch 17, Batch 31105 -Loss: 0.0194 Validation Accuracy: 93.537415% Epoch 17, Batch 31233 -Loss: 0.0584 Validation Accuracy: 93.560091% Epoch 17, Batch 31361 -Loss: 0.0546 Validation Accuracy: 93.151927% Epoch 17, Batch 31489 -Loss: 0.1365 Validation Accuracy: 93.242630% Epoch 17, Batch 31617 -Loss: 0.0661 Validation Accuracy: 93.333333% Epoch 17, Batch 31745 -Loss: 0.0650 Validation Accuracy: 93.174603% Epoch 17, Batch 31873 -Loss: 0.1337 Validation Accuracy: 92.993197% Epoch 17, Batch 32001 -Loss: 0.0541 Validation Accuracy: 93.378685% Epoch 17, Batch 32129 -Loss: 0.1811 Validation Accuracy: 93.106576% Epoch 17, Batch 32257 -Loss: 0.1076 Validation Accuracy: 92.925170% Epoch 17, Batch 32385 -Loss: 0.1131 Validation Accuracy: 93.242630% Epoch 17, Batch 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Validation Accuracy: 93.401361% Epoch 17, Batch 36353 -Loss: 0.1248 Validation Accuracy: 93.378685% Epoch 17, Batch 36481 -Loss: 0.1908 Validation Accuracy: 93.333333% Epoch 17, Batch 36609 -Loss: 0.0582 Validation Accuracy: 93.401361% Epoch 17, Batch 36737 -Loss: 0.1121 Validation Accuracy: 92.902494% Epoch 17, Batch 36865 -Loss: 0.1501 Validation Accuracy: 93.333333% Epoch 17, Batch 36993 -Loss: 0.0971 Validation Accuracy: 93.174603% Epoch 17, Batch 37121 -Loss: 0.0634 Validation Accuracy: 93.174603% Epoch 17, Batch 37249 -Loss: 0.1785 Validation Accuracy: 93.673469% Epoch 17, Batch 37377 -Loss: 0.0289 Validation Accuracy: 92.947846% Epoch 17, Batch 37505 -Loss: 0.1240 Validation Accuracy: 93.310658% Epoch 17, Batch 37633 -Loss: 0.0304 Validation Accuracy: 93.424036% Epoch 17, Batch 37761 -Loss: 0.1546 Validation Accuracy: 93.650794% Epoch 17, Batch 37889 -Loss: 0.0377 Validation Accuracy: 93.061224% Epoch 17, Batch 38017 -Loss: 0.0626 Validation Accuracy: 92.902494% Epoch 17, Batch 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Validation Accuracy: 94.081633% Epoch 17, Batch 41985 -Loss: 0.0907 Validation Accuracy: 93.809524% Epoch 17, Batch 42113 -Loss: 0.0762 Validation Accuracy: 92.970522% Epoch 17, Batch 42241 -Loss: 0.1228 Validation Accuracy: 93.968254% Epoch 17, Batch 42369 -Loss: 0.1439 Validation Accuracy: 93.968254% Epoch 17, Batch 42497 -Loss: 0.0507 Validation Accuracy: 93.900227% Epoch 17, Batch 42625 -Loss: 0.0528 Validation Accuracy: 94.104308% Epoch 17, Batch 42753 -Loss: 0.0474 Validation Accuracy: 94.104308% Epoch 17, Batch 42881 -Loss: 0.1630 Validation Accuracy: 93.560091% Epoch 17, Batch 43009 -Loss: 0.0417 Validation Accuracy: 93.673469% Epoch 17, Batch 43137 -Loss: 0.0898 Validation Accuracy: 93.764172% Epoch 17, Batch 43265 -Loss: 0.0806 Validation Accuracy: 93.741497% Epoch 17, Batch 43393 -Loss: 0.0430 Validation Accuracy: 93.741497% Epoch 17, Batch 43521 -Loss: 0.0575 Validation Accuracy: 93.174603% Epoch 17, Batch 43649 -Loss: 0.0375 Validation Accuracy: 93.764172% Epoch 17, Batch 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Validation Accuracy: 94.353742% Epoch 17, Batch 47617 -Loss: 0.0383 Validation Accuracy: 93.786848% Epoch 17, Batch 47745 -Loss: 0.0342 Validation Accuracy: 93.968254% Epoch 17, Batch 47873 -Loss: 0.1395 Validation Accuracy: 94.149660% Epoch 17, Batch 48001 -Loss: 0.1010 Validation Accuracy: 94.331066% Epoch 17, Batch 48129 -Loss: 0.0502 Validation Accuracy: 94.217687% Epoch 17, Batch 48257 -Loss: 0.1766 Validation Accuracy: 94.149660% Epoch 17, Batch 48385 -Loss: 0.1472 Validation Accuracy: 94.195011% Epoch 17, Batch 48513 -Loss: 0.1334 Validation Accuracy: 93.990930% Epoch 17, Batch 48641 -Loss: 0.0983 Validation Accuracy: 94.036281% Epoch 17, Batch 48769 -Loss: 0.1021 Validation Accuracy: 94.489796% Epoch 17, Batch 48897 -Loss: 0.0792 Validation Accuracy: 94.263039% Epoch 17, Batch 49025 -Loss: 0.0712 Validation Accuracy: 93.968254% Epoch 17, Batch 49153 -Loss: 0.0991 Validation Accuracy: 93.922903% Epoch 17, Batch 49281 -Loss: 0.0302 Validation Accuracy: 94.013605% Epoch 17, Batch 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Validation Accuracy: 94.217687% Epoch 17, Batch 53249 -Loss: 0.0837 Validation Accuracy: 93.922902% Epoch 17, Batch 53377 -Loss: 0.1143 Validation Accuracy: 94.058957% Epoch 17, Batch 53505 -Loss: 0.0346 Validation Accuracy: 94.036281% Epoch 17, Batch 53633 -Loss: 0.0642 Validation Accuracy: 94.104308% Epoch 17, Batch 53761 -Loss: 0.1077 Validation Accuracy: 93.764172% Epoch 17, Batch 53889 -Loss: 0.1092 Validation Accuracy: 93.741497% Epoch 17, Batch 54017 -Loss: 0.0318 Validation Accuracy: 93.922903% Epoch 17, Batch 54145 -Loss: 0.0656 Validation Accuracy: 93.968254% Epoch 17, Batch 54273 -Loss: 0.0429 Validation Accuracy: 94.081633% Epoch 17, Batch 54401 -Loss: 0.0571 Validation Accuracy: 93.764172% Epoch 17, Batch 54529 -Loss: 0.0561 Validation Accuracy: 94.217687% Epoch 17, Batch 54657 -Loss: 0.1329 Validation Accuracy: 93.764172% Epoch 17, Batch 54785 -Loss: 0.0666 Validation Accuracy: 93.650794% Epoch 17, Batch 54913 -Loss: 0.0288 Validation Accuracy: 93.378685% Epoch 17, Batch 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Validation Accuracy: 93.446712% Epoch 17, Batch 58881 -Loss: 0.0481 Validation Accuracy: 93.650794% Epoch 17, Batch 59009 -Loss: 0.0555 Validation Accuracy: 93.605442% Epoch 17, Batch 59137 -Loss: 0.0799 Validation Accuracy: 94.104308% Epoch 17, Batch 59265 -Loss: 0.0368 Validation Accuracy: 93.650794% Epoch 17, Batch 59393 -Loss: 0.0587 Validation Accuracy: 94.195011% Epoch 17, Batch 59521 -Loss: 0.0563 Validation Accuracy: 93.809524% Epoch 17, Batch 59649 -Loss: 0.0831 Validation Accuracy: 93.854875% Epoch 17, Batch 59777 -Loss: 0.0786 Validation Accuracy: 94.104308% Epoch 17, Batch 59905 -Loss: 0.0772 Validation Accuracy: 93.877551% Epoch 17, Batch 60033 -Loss: 0.1342 Validation Accuracy: 94.126984% Epoch 17, Batch 60161 -Loss: 0.0513 Validation Accuracy: 94.535147% Epoch 17, Batch 60289 -Loss: 0.0471 Validation Accuracy: 94.376417% Epoch 17, Batch 60417 -Loss: 0.1470 Validation Accuracy: 93.900227% Epoch 17, Batch 60545 -Loss: 0.0484 Validation Accuracy: 94.126984% Epoch 17, Batch 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Validation Accuracy: 93.151927% Epoch 17, Batch 64513 -Loss: 0.0317 Validation Accuracy: 93.990930% Epoch 17, Batch 64641 -Loss: 0.0491 Validation Accuracy: 93.492063% Epoch 17, Batch 64769 -Loss: 0.0992 Validation Accuracy: 93.854875% Epoch 17, Batch 64897 -Loss: 0.0561 Validation Accuracy: 93.718821% Epoch 17, Batch 65025 -Loss: 0.0872 Validation Accuracy: 93.514739% Epoch 17, Batch 65153 -Loss: 0.0575 Validation Accuracy: 94.036281% Epoch 17, Batch 65281 -Loss: 0.0967 Validation Accuracy: 93.378685% Epoch 17, Batch 65409 -Loss: 0.0581 Validation Accuracy: 93.628118% Epoch 17, Batch 65537 -Loss: 0.1272 Validation Accuracy: 93.696145% Epoch 17, Batch 65665 -Loss: 0.0854 Validation Accuracy: 94.058957% Epoch 17, Batch 65793 -Loss: 0.1441 Validation Accuracy: 93.945578% Epoch 17, Batch 65921 -Loss: 0.0231 Validation Accuracy: 93.492063% Epoch 17, Batch 66049 -Loss: 0.0316 Validation Accuracy: 93.832200% Epoch 17, Batch 66177 -Loss: 0.0940 Validation Accuracy: 93.945578% Epoch 17, Batch 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Validation Accuracy: 93.673469% Epoch 17, Batch 70145 -Loss: 0.0623 Validation Accuracy: 93.537415% Epoch 17, Batch 70273 -Loss: 0.1720 Validation Accuracy: 93.446712% Epoch 17, Batch 70401 -Loss: 0.0690 Validation Accuracy: 93.469388% Epoch 17, Batch 70529 -Loss: 0.1130 Validation Accuracy: 93.378685% Epoch 17, Batch 70657 -Loss: 0.1089 Validation Accuracy: 92.834467% Epoch 17, Batch 70785 -Loss: 0.1706 Validation Accuracy: 93.424036% Epoch 17, Batch 70913 -Loss: 0.1369 Validation Accuracy: 93.106576% Epoch 17, Batch 71041 -Loss: 0.0984 Validation Accuracy: 93.809524% Epoch 17, Batch 71169 -Loss: 0.0611 Validation Accuracy: 93.514739% Epoch 17, Batch 71297 -Loss: 0.0622 Validation Accuracy: 93.446712% Epoch 17, Batch 71425 -Loss: 0.1155 Validation Accuracy: 93.696145% Epoch 17, Batch 71553 -Loss: 0.1184 Validation Accuracy: 93.990930% Epoch 17, Batch 71681 -Loss: 0.1411 Validation Accuracy: 93.696145% Epoch 17, Batch 71809 -Loss: 0.0927 Validation Accuracy: 93.673469% Epoch 17, Batch 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Validation Accuracy: 93.560091% Epoch 17, Batch 75777 -Loss: 0.0652 Validation Accuracy: 93.809524% Epoch 17, Batch 75905 -Loss: 0.0539 Validation Accuracy: 94.104308% Epoch 17, Batch 76033 -Loss: 0.1302 Validation Accuracy: 93.945578% Epoch 17, Batch 76161 -Loss: 0.0730 Validation Accuracy: 93.922903% Epoch 17, Batch 76289 -Loss: 0.0837 Validation Accuracy: 94.263039% Epoch 17, Batch 76417 -Loss: 0.1144 Validation Accuracy: 94.263039% Epoch 17, Batch 76545 -Loss: 0.0955 Validation Accuracy: 93.718821% Epoch 17, Batch 76673 -Loss: 0.0614 Validation Accuracy: 94.126984% Epoch 17, Batch 76801 -Loss: 0.1633 Validation Accuracy: 93.877551% Epoch 17, Batch 76929 -Loss: 0.1971 Validation Accuracy: 93.832200% Epoch 17, Batch 77057 -Loss: 0.0909 Validation Accuracy: 94.149660% Epoch 17, Batch 77185 -Loss: 0.1012 Validation Accuracy: 94.240363% Epoch 17, Batch 77313 -Loss: 0.0636 Validation Accuracy: 93.900227% Epoch 17, Batch 77441 -Loss: 0.1378 Validation Accuracy: 93.922902% Epoch 17, Batch 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Validation Accuracy: 93.832200% Epoch 17, Batch 81409 -Loss: 0.0657 Validation Accuracy: 93.628118% Epoch 17, Batch 81537 -Loss: 0.0872 Validation Accuracy: 94.217687% Epoch 17, Batch 81665 -Loss: 0.1683 Validation Accuracy: 93.650794% Epoch 17, Batch 81793 -Loss: 0.0438 Validation Accuracy: 93.786848% Epoch 17, Batch 81921 -Loss: 0.0941 Validation Accuracy: 93.900227% Epoch 17, Batch 82049 -Loss: 0.1151 Validation Accuracy: 93.696145% Epoch 17, Batch 82177 -Loss: 0.0625 Validation Accuracy: 93.741497% Epoch 17, Batch 82305 -Loss: 0.0616 Validation Accuracy: 93.650794% Epoch 17, Batch 82433 -Loss: 0.1073 Validation Accuracy: 93.990930% Epoch 17, Batch 82561 -Loss: 0.0717 Validation Accuracy: 93.968254% Epoch 17, Batch 82689 -Loss: 0.0731 Validation Accuracy: 93.582766% Epoch 17, Batch 82817 -Loss: 0.1142 Validation Accuracy: 94.217687% Epoch 17, Batch 82945 -Loss: 0.0565 Validation Accuracy: 94.217687% Epoch 17, Batch 83073 -Loss: 0.2290 Validation Accuracy: 93.741497% Epoch 17, Batch 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Validation Accuracy: 93.990930% Epoch 17, Batch 98305 -Loss: 0.0814 Validation Accuracy: 94.240363% Epoch 17, Batch 98433 -Loss: 0.0490 Validation Accuracy: 93.990930% Epoch 17, Batch 98561 -Loss: 0.0756 Validation Accuracy: 93.990930% Epoch 17, Batch 98689 -Loss: 0.0516 Validation Accuracy: 93.854875% Epoch 17, Batch 98817 -Loss: 0.0423 Validation Accuracy: 94.240363% Epoch 17, Batch 98945 -Loss: 0.0650 Validation Accuracy: 94.036281% Epoch 17, Batch 99073 -Loss: 0.0991 Validation Accuracy: 93.854875% Epoch 17, Batch 99201 -Loss: 0.0447 Validation Accuracy: 93.968254% Epoch 17, Batch 99329 -Loss: 0.0648 Validation Accuracy: 93.786848% Epoch 17, Batch 99457 -Loss: 0.0515 Validation Accuracy: 93.832200% Epoch 17, Batch 99585 -Loss: 0.0979 Validation Accuracy: 93.832200% Epoch 17, Batch 99713 -Loss: 0.0528 Validation Accuracy: 94.058957% Epoch 17, Batch 99841 -Loss: 0.0419 Validation Accuracy: 93.197279% Epoch 17, Batch 99969 -Loss: 0.1480 Validation Accuracy: 93.514739% Epoch 17, Batch 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Validation Accuracy: 93.174603% Epoch 17, Batch 105729 -Loss: 0.0993 Validation Accuracy: 93.038549% Epoch 17, Batch 105857 -Loss: 0.0503 Validation Accuracy: 92.743764% Epoch 17, Batch 105985 -Loss: 0.1159 Validation Accuracy: 92.653061% Epoch 17, Batch 106113 -Loss: 0.0863 Validation Accuracy: 92.879819% Epoch 17, Batch 106241 -Loss: 0.1144 Validation Accuracy: 92.970522% Epoch 17, Batch 106369 -Loss: 0.0471 Validation Accuracy: 93.265306% Epoch 17, Batch 106497 -Loss: 0.0895 Validation Accuracy: 93.106576% Epoch 17, Batch 106625 -Loss: 0.0590 Validation Accuracy: 92.925170% Epoch 17, Batch 106753 -Loss: 0.0827 Validation Accuracy: 93.106576% Epoch 17, Batch 106881 -Loss: 0.0522 Validation Accuracy: 93.219955% Epoch 17, Batch 107009 -Loss: 0.0847 Validation Accuracy: 93.174603% Epoch 17, Batch 107137 -Loss: 0.0959 Validation Accuracy: 92.993197% Epoch 17, Batch 107265 -Loss: 0.0138 Validation Accuracy: 93.287982% Epoch 17, Batch 107393 -Loss: 0.0594 Validation Accuracy: 93.151927% 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-Loss: 0.0638 Validation Accuracy: 93.514739% Epoch 17, Batch 120577 -Loss: 0.1204 Validation Accuracy: 93.537415% Epoch 17, Batch 120705 -Loss: 0.1362 Validation Accuracy: 93.446712% Epoch 17, Batch 120833 -Loss: 0.0215 Validation Accuracy: 93.197279% Epoch 17, Batch 120961 -Loss: 0.1116 Validation Accuracy: 93.786848% Epoch 17, Batch 121089 -Loss: 0.0344 Validation Accuracy: 93.401361% Epoch 17, Batch 121217 -Loss: 0.1336 Validation Accuracy: 93.424036% Epoch 17, Batch 121345 -Loss: 0.0157 Validation Accuracy: 93.718821% Epoch 17, Batch 121473 -Loss: 0.0875 Validation Accuracy: 93.809524% Epoch 17, Batch 121601 -Loss: 0.0369 Validation Accuracy: 93.786848% Epoch 17, Batch 121729 -Loss: 0.1053 Validation Accuracy: 93.424036% Epoch 17, Batch 121857 -Loss: 0.0582 Validation Accuracy: 93.310658% Epoch 17, Batch 121985 -Loss: 0.0837 Validation Accuracy: 93.718821% Epoch 17, Batch 122113 -Loss: 0.0875 Validation Accuracy: 94.240363% Epoch 17, Batch 122241 -Loss: 0.0580 Validation Accuracy: 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-Loss: 0.0249 Validation Accuracy: 93.537415% Epoch 17, Batch 124289 -Loss: 0.0444 Validation Accuracy: 93.174603% Epoch 17, Batch 124417 -Loss: 0.1651 Validation Accuracy: 93.673469% Epoch 17, Batch 124545 -Loss: 0.0907 Validation Accuracy: 93.809524% Epoch 17, Batch 124673 -Loss: 0.0982 Validation Accuracy: 93.424036% Epoch 17, Batch 124801 -Loss: 0.0307 Validation Accuracy: 94.126984% Epoch 17, Batch 124929 -Loss: 0.0855 Validation Accuracy: 94.149660% Epoch 17, Batch 125057 -Loss: 0.0617 Validation Accuracy: 93.492064% Epoch 17, Batch 125185 -Loss: 0.0818 Validation Accuracy: 93.968254% Epoch 17, Batch 125313 -Loss: 0.1023 Validation Accuracy: 93.877551% Epoch 17, Batch 125441 -Loss: 0.0233 Validation Accuracy: 93.696145% Epoch 17, Batch 125569 -Loss: 0.0625 Validation Accuracy: 93.945578% Epoch 17, Batch 125697 -Loss: 0.0331 Validation Accuracy: 93.378685% Epoch 17, Batch 125825 -Loss: 0.0634 Validation Accuracy: 93.560091% Epoch 17, Batch 125953 -Loss: 0.0553 Validation Accuracy: 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-Loss: 0.1010 Validation Accuracy: 93.628118% Epoch 17, Batch 128001 -Loss: 0.0783 Validation Accuracy: 93.764172% Epoch 17, Batch 128129 -Loss: 0.0377 Validation Accuracy: 93.673469% Epoch 17, Batch 128257 -Loss: 0.0440 Validation Accuracy: 93.582766% Epoch 17, Batch 128385 -Loss: 0.0412 Validation Accuracy: 93.560091% Epoch 17, Batch 128513 -Loss: 0.1483 Validation Accuracy: 93.764172% Epoch 17, Batch 128641 -Loss: 0.0628 Validation Accuracy: 93.401361% Epoch 17, Batch 128769 -Loss: 0.1818 Validation Accuracy: 93.242630% Epoch 17, Batch 128897 -Loss: 0.0782 Validation Accuracy: 93.968254% Epoch 17, Batch 129025 -Loss: 0.0694 Validation Accuracy: 93.605442% Epoch 17, Batch 129153 -Loss: 0.0410 Validation Accuracy: 93.582766% Epoch 17, Batch 129281 -Loss: 0.0584 Validation Accuracy: 93.673469% Epoch 17, Batch 129409 -Loss: 0.1830 Validation Accuracy: 93.968254% Epoch 17, Batch 129537 -Loss: 0.0272 Validation Accuracy: 94.081633% Epoch 17, Batch 129665 -Loss: 0.0714 Validation Accuracy: 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-Loss: 0.0600 Validation Accuracy: 93.537415% Epoch 17, Batch 131713 -Loss: 0.0368 Validation Accuracy: 93.628118% Epoch 17, Batch 131841 -Loss: 0.0589 Validation Accuracy: 93.174603% Epoch 17, Batch 131969 -Loss: 0.1117 Validation Accuracy: 93.424036% Epoch 17, Batch 132097 -Loss: 0.1682 Validation Accuracy: 93.628118% Epoch 17, Batch 132225 -Loss: 0.0583 Validation Accuracy: 93.265306% Epoch 17, Batch 132353 -Loss: 0.0375 Validation Accuracy: 93.333333% Epoch 17, Batch 132481 -Loss: 0.0403 Validation Accuracy: 93.446712% Epoch 17, Batch 132609 -Loss: 0.0648 Validation Accuracy: 93.310658% Epoch 17, Batch 132737 -Loss: 0.0728 Validation Accuracy: 93.242630% Epoch 17, Batch 132865 -Loss: 0.1115 Validation Accuracy: 93.287982% Epoch 17, Batch 132993 -Loss: 0.0393 Validation Accuracy: 93.310658% Epoch 17, Batch 133121 -Loss: 0.0861 Validation Accuracy: 93.333333% Epoch 17, Batch 133249 -Loss: 0.0662 Validation Accuracy: 93.673469% Epoch 17, Batch 133377 -Loss: 0.0774 Validation Accuracy: 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-Loss: 0.1528 Validation Accuracy: 93.401361% Epoch 17, Batch 135425 -Loss: 0.0238 Validation Accuracy: 93.786848% Epoch 17, Batch 135553 -Loss: 0.0869 Validation Accuracy: 93.129252% Epoch 17, Batch 135681 -Loss: 0.0196 Validation Accuracy: 93.854875% Epoch 17, Batch 135809 -Loss: 0.0311 Validation Accuracy: 93.446712% Epoch 17, Batch 135937 -Loss: 0.0704 Validation Accuracy: 93.356009% Epoch 17, Batch 136065 -Loss: 0.0642 Validation Accuracy: 93.378685% Epoch 17, Batch 136193 -Loss: 0.1477 Validation Accuracy: 93.242630% Epoch 17, Batch 136321 -Loss: 0.1109 Validation Accuracy: 93.265306% Epoch 17, Batch 136449 -Loss: 0.0438 Validation Accuracy: 93.446712% Epoch 17, Batch 136577 -Loss: 0.0468 Validation Accuracy: 94.081633% Epoch 17, Batch 136705 -Loss: 0.1241 Validation Accuracy: 93.922902% Epoch 17, Batch 136833 -Loss: 0.0959 Validation Accuracy: 93.696145% Epoch 17, Batch 136961 -Loss: 0.0807 Validation Accuracy: 93.900227% Epoch 17, Batch 137089 -Loss: 0.1457 Validation Accuracy: 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-Loss: 0.1211 Validation Accuracy: 93.287982% Epoch 17, Batch 139137 -Loss: 0.0827 Validation Accuracy: 93.401361% Epoch 17, Batch 139265 -Loss: 0.0524 Validation Accuracy: 93.061224% Epoch 17, Batch 139393 -Loss: 0.1256 Validation Accuracy: 93.401361% Epoch 17, Batch 139521 -Loss: 0.0977 Validation Accuracy: 93.401361% Epoch 17, Batch 139649 -Loss: 0.1114 Validation Accuracy: 93.514739% Epoch 17, Batch 139777 -Loss: 0.0823 Validation Accuracy: 93.446712% Epoch 17, Batch 139905 -Loss: 0.0481 Validation Accuracy: 93.424036% Epoch 17, Batch 140033 -Loss: 0.1327 Validation Accuracy: 93.741497% Epoch 17, Batch 140161 -Loss: 0.0796 Validation Accuracy: 93.242630% Epoch 17, Batch 140289 -Loss: 0.0255 Validation Accuracy: 94.172336% Epoch 17, Batch 140417 -Loss: 0.0800 Validation Accuracy: 94.263039% Epoch 17, Batch 140545 -Loss: 0.0792 Validation Accuracy: 93.718821% Epoch 17, Batch 140673 -Loss: 0.0316 Validation Accuracy: 94.172336% Epoch 17, Batch 140801 -Loss: 0.0886 Validation Accuracy: 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-Loss: 0.0352 Validation Accuracy: 93.356009% Epoch 17, Batch 142849 -Loss: 0.1104 Validation Accuracy: 93.287982% Epoch 17, Batch 142977 -Loss: 0.0407 Validation Accuracy: 93.219955% Epoch 17, Batch 143105 -Loss: 0.1262 Validation Accuracy: 92.970522% Epoch 17, Batch 143233 -Loss: 0.0563 Validation Accuracy: 93.151927% Epoch 17, Batch 143361 -Loss: 0.1125 Validation Accuracy: 92.993197% Epoch 17, Batch 143489 -Loss: 0.1350 Validation Accuracy: 93.129252% Epoch 17, Batch 143617 -Loss: 0.0929 Validation Accuracy: 93.061224% Epoch 17, Batch 143745 -Loss: 0.0438 Validation Accuracy: 93.265306% Epoch 17, Batch 143873 -Loss: 0.1276 Validation Accuracy: 92.879819% Epoch 17, Batch 144001 -Loss: 0.0869 Validation Accuracy: 93.265306% Epoch 17, Batch 144129 -Loss: 0.0223 Validation Accuracy: 93.151927% Epoch 17, Batch 144257 -Loss: 0.0674 Validation Accuracy: 93.877551% Epoch 17, Batch 144385 -Loss: 0.0660 Validation Accuracy: 93.650794% Epoch 17, Batch 144513 -Loss: 0.0801 Validation Accuracy: 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-Loss: 0.1035 Validation Accuracy: 93.877551% Epoch 17, Batch 146561 -Loss: 0.0672 Validation Accuracy: 93.492063% Epoch 17, Batch 146689 -Loss: 0.1112 Validation Accuracy: 93.696145% Epoch 17, Batch 146817 -Loss: 0.1298 Validation Accuracy: 93.469388% Epoch 17, Batch 146945 -Loss: 0.1214 Validation Accuracy: 93.741497% Epoch 17, Batch 147073 -Loss: 0.0900 Validation Accuracy: 93.968254% Epoch 17, Batch 147201 -Loss: 0.1462 Validation Accuracy: 93.650794% Epoch 17, Batch 147329 -Loss: 0.0578 Validation Accuracy: 93.764172% Epoch 17, Batch 147457 -Loss: 0.0898 Validation Accuracy: 94.104308% Epoch 17, Batch 147585 -Loss: 0.1423 Validation Accuracy: 93.741497% Epoch 17, Batch 147713 -Loss: 0.0591 Validation Accuracy: 94.081633% Epoch 17, Batch 147841 -Loss: 0.1378 Validation Accuracy: 93.832200% Epoch 17, Batch 147969 -Loss: 0.1770 Validation Accuracy: 93.832200% Epoch 17, Batch 148097 -Loss: 0.0280 Validation Accuracy: 94.263039% Epoch 17, Batch 148225 -Loss: 0.0817 Validation Accuracy: 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-Loss: 0.1369 Validation Accuracy: 93.492063% Epoch 17, Batch 150273 -Loss: 0.1015 Validation Accuracy: 93.537415% Epoch 17, Batch 150401 -Loss: 0.0268 Validation Accuracy: 93.242630% Epoch 17, Batch 150529 -Loss: 0.0297 Validation Accuracy: 93.628118% Epoch 17, Batch 150657 -Loss: 0.1118 Validation Accuracy: 93.764172% Epoch 17, Batch 150785 -Loss: 0.0566 Validation Accuracy: 94.058957% Epoch 17, Batch 150913 -Loss: 0.0879 Validation Accuracy: 93.696145% Epoch 17, Batch 151041 -Loss: 0.0599 Validation Accuracy: 93.786848% Epoch 17, Batch 151169 -Loss: 0.1103 Validation Accuracy: 94.172336% Epoch 17, Batch 151297 -Loss: 0.1325 Validation Accuracy: 93.922903% Epoch 17, Batch 151425 -Loss: 0.0764 Validation Accuracy: 94.172336% Epoch 17, Batch 151553 -Loss: 0.0968 Validation Accuracy: 93.945578% Epoch 17, Batch 151681 -Loss: 0.0829 Validation Accuracy: 93.809524% Epoch 17, Batch 151809 -Loss: 0.1260 Validation Accuracy: 94.172336% Epoch 17, Batch 151937 -Loss: 0.0740 Validation Accuracy: 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-Loss: 0.0469 Validation Accuracy: 94.489796% Epoch 17, Batch 153985 -Loss: 0.1119 Validation Accuracy: 94.399093% Epoch 17, Batch 154113 -Loss: 0.2007 Validation Accuracy: 94.557823% Epoch 17, Batch 154241 -Loss: 0.0580 Validation Accuracy: 94.081633% Epoch 17, Batch 154369 -Loss: 0.0687 Validation Accuracy: 94.603175% Epoch 17, Batch 154497 -Loss: 0.1137 Validation Accuracy: 93.968254% Epoch 17, Batch 154625 -Loss: 0.0551 Validation Accuracy: 94.557823% Epoch 17, Batch 154753 -Loss: 0.1485 Validation Accuracy: 94.421769% Epoch 17, Batch 154881 -Loss: 0.0858 Validation Accuracy: 94.557823% Epoch 17, Batch 155009 -Loss: 0.0336 Validation Accuracy: 94.399093% Epoch 17, Batch 155137 -Loss: 0.1152 Validation Accuracy: 94.149660% Epoch 17, Batch 155265 -Loss: 0.1330 Validation Accuracy: 93.990930% Epoch 17, Batch 155393 -Loss: 0.0614 Validation Accuracy: 94.172336% Epoch 17, Batch 155521 -Loss: 0.1473 Validation Accuracy: 94.149660% Epoch 17, Batch 155649 -Loss: 0.1176 Validation Accuracy: 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-Loss: 0.0755 Validation Accuracy: 94.603175% Epoch 17, Batch 157697 -Loss: 0.0607 Validation Accuracy: 93.900227% Epoch 17, Batch 157825 -Loss: 0.0742 Validation Accuracy: 94.308390% Epoch 17, Batch 157953 -Loss: 0.1184 Validation Accuracy: 94.331066% Epoch 17, Batch 158081 -Loss: 0.0389 Validation Accuracy: 94.149660% Epoch 17, Batch 158209 -Loss: 0.0431 Validation Accuracy: 94.240363% Epoch 17, Batch 158337 -Loss: 0.0566 Validation Accuracy: 94.058957% Epoch 17, Batch 158465 -Loss: 0.0514 Validation Accuracy: 94.625850% Epoch 17, Batch 158593 -Loss: 0.1767 Validation Accuracy: 94.217687% Epoch 17, Batch 158721 -Loss: 0.1250 Validation Accuracy: 94.353742% Epoch 17, Batch 158849 -Loss: 0.0617 Validation Accuracy: 93.968254% Epoch 17, Batch 158977 -Loss: 0.1171 Validation Accuracy: 94.285714% Epoch 17, Batch 159105 -Loss: 0.0746 Validation Accuracy: 94.036281% Epoch 17, Batch 159233 -Loss: 0.0704 Validation Accuracy: 93.741497% Epoch 17, Batch 159361 -Loss: 0.0747 Validation Accuracy: 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-Loss: 0.0598 Validation Accuracy: 94.308390% Epoch 17, Batch 161409 -Loss: 0.0313 Validation Accuracy: 93.900227% Epoch 17, Batch 161537 -Loss: 0.0668 Validation Accuracy: 93.741497% Epoch 17, Batch 161665 -Loss: 0.0167 Validation Accuracy: 93.877551% Epoch 17, Batch 161793 -Loss: 0.1054 Validation Accuracy: 94.263039% Epoch 17, Batch 161921 -Loss: 0.0599 Validation Accuracy: 93.854875% Epoch 17, Batch 162049 -Loss: 0.1115 Validation Accuracy: 93.877551% Epoch 17, Batch 162177 -Loss: 0.0810 Validation Accuracy: 93.900227% Epoch 17, Batch 162305 -Loss: 0.0486 Validation Accuracy: 93.877551% Epoch 17, Batch 162433 -Loss: 0.0325 Validation Accuracy: 94.126984% Epoch 17, Batch 162561 -Loss: 0.0541 Validation Accuracy: 94.376417% Epoch 17, Batch 162689 -Loss: 0.1737 Validation Accuracy: 94.263039% Epoch 17, Batch 162817 -Loss: 0.0729 Validation Accuracy: 94.444444% Epoch 17, Batch 162945 -Loss: 0.0694 Validation Accuracy: 94.081633% Epoch 17, Batch 163073 -Loss: 0.0310 Validation Accuracy: 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-Loss: 0.0496 Validation Accuracy: 94.195011% Epoch 17, Batch 165121 -Loss: 0.1132 Validation Accuracy: 94.285714% Epoch 17, Batch 165249 -Loss: 0.0716 Validation Accuracy: 93.990930% Epoch 17, Batch 165377 -Loss: 0.1235 Validation Accuracy: 94.195011% Epoch 17, Batch 165505 -Loss: 0.1189 Validation Accuracy: 93.854875% Epoch 17, Batch 165633 -Loss: 0.0665 Validation Accuracy: 94.013605% Epoch 17, Batch 165761 -Loss: 0.0308 Validation Accuracy: 94.308390% Epoch 17, Batch 165889 -Loss: 0.0883 Validation Accuracy: 94.036281% Epoch 17, Batch 166017 -Loss: 0.0618 Validation Accuracy: 93.809524% Epoch 17, Batch 166145 -Loss: 0.0716 Validation Accuracy: 93.786848% Epoch 17, Batch 166273 -Loss: 0.0518 Validation Accuracy: 93.968254% Epoch 17, Batch 166401 -Loss: 0.0299 Validation Accuracy: 93.809524% Epoch 17, Batch 166529 -Loss: 0.0978 Validation Accuracy: 93.809524% Epoch 17, Batch 166657 -Loss: 0.0980 Validation Accuracy: 93.605442% Epoch 17, Batch 166785 -Loss: 0.1387 Validation Accuracy: 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-Loss: 0.0683 Validation Accuracy: 94.126984% Epoch 17, Batch 168833 -Loss: 0.0922 Validation Accuracy: 93.809524% Epoch 17, Batch 168961 -Loss: 0.0351 Validation Accuracy: 93.786848% Epoch 17, Batch 169089 -Loss: 0.0766 Validation Accuracy: 93.877551% Epoch 17, Batch 169217 -Loss: 0.0366 Validation Accuracy: 93.650794% Epoch 17, Batch 169345 -Loss: 0.1872 Validation Accuracy: 93.673469% Epoch 17, Batch 169473 -Loss: 0.0738 Validation Accuracy: 93.832200% Epoch 17, Batch 169601 -Loss: 0.1009 Validation Accuracy: 93.945578% Epoch 17, Batch 169729 -Loss: 0.0210 Validation Accuracy: 93.582766% Epoch 17, Batch 169857 -Loss: 0.1271 Validation Accuracy: 93.741497% Epoch 17, Batch 169985 -Loss: 0.0388 Validation Accuracy: 93.492064% Epoch 17, Batch 170113 -Loss: 0.0551 Validation Accuracy: 93.990930% Epoch 17, Batch 170241 -Loss: 0.0328 Validation Accuracy: 93.469388% Epoch 17, Batch 170369 -Loss: 0.0743 Validation Accuracy: 93.832200% Epoch 17, Batch 170497 -Loss: 0.0498 Validation Accuracy: 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-Loss: 0.0892 Validation Accuracy: 94.081633% Epoch 17, Batch 172545 -Loss: 0.0843 Validation Accuracy: 93.401361% Epoch 17, Batch 172673 -Loss: 0.0873 Validation Accuracy: 93.446712% Epoch 17, Batch 172801 -Loss: 0.1355 Validation Accuracy: 93.945578% Epoch 17, Batch 172929 -Loss: 0.0597 Validation Accuracy: 93.832200% Epoch 17, Batch 173057 -Loss: 0.0454 Validation Accuracy: 93.990930% Epoch 17, Batch 173185 -Loss: 0.0235 Validation Accuracy: 93.764172% Epoch 17, Batch 173313 -Loss: 0.1386 Validation Accuracy: 93.809524% Epoch 17, Batch 173441 -Loss: 0.1152 Validation Accuracy: 93.741497% Epoch 17, Batch 173569 -Loss: 0.0612 Validation Accuracy: 93.764172% Epoch 17, Batch 173697 -Loss: 0.0776 Validation Accuracy: 93.945578% Epoch 17, Batch 173825 -Loss: 0.0746 Validation Accuracy: 93.718821% Epoch 17, Batch 173953 -Loss: 0.1645 Validation Accuracy: 93.990930% Epoch 17, Batch 174081 -Loss: 0.1481 Validation Accuracy: 93.582766% Epoch 17, Batch 174209 -Loss: 0.0471 Validation Accuracy: 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-Loss: 0.0659 Validation Accuracy: 94.217687% Epoch 17, Batch 179969 -Loss: 0.0282 Validation Accuracy: 93.537415% Epoch 17, Batch 180097 -Loss: 0.0533 Validation Accuracy: 93.809524% Epoch 17, Batch 180225 -Loss: 0.0435 Validation Accuracy: 93.877551% Epoch 17, Batch 180353 -Loss: 0.0729 Validation Accuracy: 93.741497% Epoch 17, Batch 180481 -Loss: 0.0490 Validation Accuracy: 93.741497% Epoch 17, Batch 180609 -Loss: 0.0925 Validation Accuracy: 94.308390% Epoch 17, Batch 180737 -Loss: 0.0491 Validation Accuracy: 93.764172% Epoch 17, Batch 180865 -Loss: 0.1405 Validation Accuracy: 93.854875% Epoch 17, Batch 180993 -Loss: 0.0557 Validation Accuracy: 93.854875% Epoch 17, Batch 181121 -Loss: 0.0892 Validation Accuracy: 93.922903% Epoch 17, Batch 181249 -Loss: 0.0371 Validation Accuracy: 93.786848% Epoch 17, Batch 181377 -Loss: 0.0238 Validation Accuracy: 93.764172% Epoch 17, Batch 181505 -Loss: 0.1246 Validation Accuracy: 94.104308% Epoch 17, Batch 181633 -Loss: 0.0857 Validation Accuracy: 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-Loss: 0.0412 Validation Accuracy: 94.036281% Epoch 17, Batch 183681 -Loss: 0.0524 Validation Accuracy: 94.263039% Epoch 17, Batch 183809 -Loss: 0.1425 Validation Accuracy: 93.922903% Epoch 17, Batch 183937 -Loss: 0.0389 Validation Accuracy: 94.217687% Epoch 17, Batch 184065 -Loss: 0.0816 Validation Accuracy: 94.195011% Epoch 17, Batch 184193 -Loss: 0.0484 Validation Accuracy: 93.718821% Epoch 17, Batch 184321 -Loss: 0.0388 Validation Accuracy: 93.786848% Epoch 17, Batch 184449 -Loss: 0.0647 Validation Accuracy: 94.013605% Epoch 17, Batch 184577 -Loss: 0.0787 Validation Accuracy: 93.696145% Epoch 17, Batch 184705 -Loss: 0.1359 Validation Accuracy: 94.104308% Epoch 17, Batch 184833 -Loss: 0.0878 Validation Accuracy: 93.741497% Epoch 17, Batch 184961 -Loss: 0.0833 Validation Accuracy: 93.786848% Epoch 17, Batch 185089 -Loss: 0.0799 Validation Accuracy: 93.922902% Epoch 17, Batch 185217 -Loss: 0.1480 Validation Accuracy: 93.718821% Epoch 17, Batch 185345 -Loss: 0.0780 Validation Accuracy: 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-Loss: 0.2214 Validation Accuracy: 93.968254% Epoch 17, Batch 187393 -Loss: 0.1119 Validation Accuracy: 94.149660% Epoch 17, Batch 187521 -Loss: 0.0656 Validation Accuracy: 93.968254% Epoch 17, Batch 187649 -Loss: 0.0955 Validation Accuracy: 93.741497% Epoch 17, Batch 187777 -Loss: 0.0084 Validation Accuracy: 93.900227% Epoch 17, Batch 187905 -Loss: 0.0499 Validation Accuracy: 94.013605% Epoch 17, Batch 188033 -Loss: 0.0476 Validation Accuracy: 93.786848% Epoch 17, Batch 188161 -Loss: 0.2084 Validation Accuracy: 93.764172% Epoch 17, Batch 188289 -Loss: 0.0516 Validation Accuracy: 93.492064% Epoch 17, Batch 188417 -Loss: 0.1051 Validation Accuracy: 93.990930% Epoch 17, Batch 188545 -Loss: 0.0816 Validation Accuracy: 93.650794% Epoch 17, Batch 188673 -Loss: 0.0718 Validation Accuracy: 93.446712% Epoch 17, Batch 188801 -Loss: 0.0723 Validation Accuracy: 93.945578% Epoch 17, Batch 188929 -Loss: 0.1559 Validation Accuracy: 94.104308% Epoch 17, Batch 189057 -Loss: 0.0293 Validation Accuracy: 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-Loss: 0.0728 Validation Accuracy: 94.013605% Epoch 17, Batch 191105 -Loss: 0.0810 Validation Accuracy: 94.058957% Epoch 17, Batch 191233 -Loss: 0.0264 Validation Accuracy: 93.310658% Epoch 17, Batch 191361 -Loss: 0.0726 Validation Accuracy: 93.696145% Epoch 17, Batch 191489 -Loss: 0.0841 Validation Accuracy: 93.605442% Epoch 17, Batch 191617 -Loss: 0.0662 Validation Accuracy: 93.764172% Epoch 17, Batch 191745 -Loss: 0.1074 Validation Accuracy: 93.832200% Epoch 17, Batch 191873 -Loss: 0.1037 Validation Accuracy: 93.854875% Epoch 17, Batch 192001 -Loss: 0.1406 Validation Accuracy: 93.650794% Epoch 17, Batch 192129 -Loss: 0.0491 Validation Accuracy: 93.741497% Epoch 17, Batch 192257 -Loss: 0.0317 Validation Accuracy: 94.081633% Epoch 17, Batch 192385 -Loss: 0.0574 Validation Accuracy: 94.308390% Epoch 17, Batch 192513 -Loss: 0.0978 Validation Accuracy: 94.058957% Epoch 17, Batch 192641 -Loss: 0.1214 Validation Accuracy: 93.764172% Epoch 17, Batch 192769 -Loss: 0.1783 Validation Accuracy: 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-Loss: 0.1887 Validation Accuracy: 93.922903% Epoch 17, Batch 198529 -Loss: 0.1518 Validation Accuracy: 94.217687% Epoch 17, Batch 198657 -Loss: 0.1534 Validation Accuracy: 94.013605% Epoch 17, Batch 198785 -Loss: 0.0669 Validation Accuracy: 93.900227% Epoch 17, Batch 198913 -Loss: 0.0317 Validation Accuracy: 94.195011% Epoch 17, Batch 199041 -Loss: 0.0233 Validation Accuracy: 93.015873% Epoch 17, Batch 199169 -Loss: 0.1196 Validation Accuracy: 93.356009% Epoch 17, Batch 199297 -Loss: 0.0742 Validation Accuracy: 93.537415% Epoch 17, Batch 199425 -Loss: 0.0256 Validation Accuracy: 93.968254% Epoch 17, Batch 199553 -Loss: 0.1009 Validation Accuracy: 94.104308% Epoch 17, Batch 199681 -Loss: 0.1195 Validation Accuracy: 93.446712% Epoch 17, Batch 199809 -Loss: 0.1185 Validation Accuracy: 93.718821% Epoch 17, Batch 199937 -Loss: 0.0262 Validation Accuracy: 93.900227% Epoch 17, Batch 200065 -Loss: 0.1236 Validation Accuracy: 93.242630% Epoch 17, Batch 200193 -Loss: 0.1306 Validation Accuracy: 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-Loss: 0.0815 Validation Accuracy: 93.832200% Epoch 17, Batch 202241 -Loss: 0.1694 Validation Accuracy: 93.764172% Epoch 17, Batch 202369 -Loss: 0.0994 Validation Accuracy: 93.560091% Epoch 17, Batch 202497 -Loss: 0.0132 Validation Accuracy: 93.378685% Epoch 17, Batch 202625 -Loss: 0.1053 Validation Accuracy: 93.492063% Epoch 17, Batch 202753 -Loss: 0.0449 Validation Accuracy: 93.582766% Epoch 17, Batch 202881 -Loss: 0.0490 Validation Accuracy: 93.197279% Epoch 17, Batch 203009 -Loss: 0.0810 Validation Accuracy: 93.287982% Epoch 17, Batch 203137 -Loss: 0.1337 Validation Accuracy: 93.469388% Epoch 17, Batch 203265 -Loss: 0.0420 Validation Accuracy: 93.333333% Epoch 17, Batch 203393 -Loss: 0.1393 Validation Accuracy: 93.605442% Epoch 17, Batch 203521 -Loss: 0.0860 Validation Accuracy: 93.446712% Epoch 17, Batch 203649 -Loss: 0.0461 Validation Accuracy: 93.741497% Epoch 17, Batch 203777 -Loss: 0.0805 Validation Accuracy: 93.287982% Epoch 17, Batch 203905 -Loss: 0.1424 Validation Accuracy: 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-Loss: 0.0246 Validation Accuracy: 94.081633% Epoch 17, Batch 205953 -Loss: 0.0432 Validation Accuracy: 93.809524% Epoch 17, Batch 206081 -Loss: 0.0227 Validation Accuracy: 94.126984% Epoch 17, Batch 206209 -Loss: 0.0542 Validation Accuracy: 94.081633% Epoch 17, Batch 206337 -Loss: 0.0565 Validation Accuracy: 93.809524% Epoch 17, Batch 206465 -Loss: 0.1095 Validation Accuracy: 93.922902% Epoch 17, Batch 206593 -Loss: 0.0307 Validation Accuracy: 94.013605% Epoch 17, Batch 206721 -Loss: 0.1094 Validation Accuracy: 93.854875% Epoch 17, Batch 206849 -Loss: 0.1111 Validation Accuracy: 93.786848% Epoch 17, Batch 206977 -Loss: 0.0663 Validation Accuracy: 93.718821% Epoch 17, Batch 207105 -Loss: 0.0226 Validation Accuracy: 93.764172% Epoch 17, Batch 207233 -Loss: 0.1719 Validation Accuracy: 93.990930% Epoch 17, Batch 207361 -Loss: 0.0723 Validation Accuracy: 94.263039% Epoch 17, Batch 207489 -Loss: 0.0339 Validation Accuracy: 94.036281% Epoch 17, Batch 207617 -Loss: 0.0360 Validation Accuracy: 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Validation Accuracy: 93.424036% Epoch 18, Batch 769 -Loss: 0.0627 Validation Accuracy: 93.628118% Epoch 18, Batch 897 -Loss: 0.0646 Validation Accuracy: 93.401361% Epoch 18, Batch 1025 -Loss: 0.1661 Validation Accuracy: 93.696145% Epoch 18, Batch 1153 -Loss: 0.0481 Validation Accuracy: 93.401361% Epoch 18, Batch 1281 -Loss: 0.0855 Validation Accuracy: 93.492063% Epoch 18, Batch 1409 -Loss: 0.1033 Validation Accuracy: 93.401361% Epoch 18, Batch 1537 -Loss: 0.1411 Validation Accuracy: 93.242630% Epoch 18, Batch 1665 -Loss: 0.0694 Validation Accuracy: 93.968254% Epoch 18, Batch 1793 -Loss: 0.0510 Validation Accuracy: 93.560091% Epoch 18, Batch 1921 -Loss: 0.1244 Validation Accuracy: 93.673469% Epoch 18, Batch 2049 -Loss: 0.1077 Validation Accuracy: 93.786848% Epoch 18, Batch 2177 -Loss: 0.0803 Validation Accuracy: 93.741497% Epoch 18, Batch 2305 -Loss: 0.0218 Validation Accuracy: 93.560091% Epoch 18, Batch 2433 -Loss: 0.0725 Validation Accuracy: 93.560091% Epoch 18, Batch 2561 -Loss: 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-Loss: 0.1681 Validation Accuracy: 93.786848% Epoch 18, Batch 4609 -Loss: 0.0625 Validation Accuracy: 93.696145% Epoch 18, Batch 4737 -Loss: 0.0581 Validation Accuracy: 93.582766% Epoch 18, Batch 4865 -Loss: 0.0528 Validation Accuracy: 94.036281% Epoch 18, Batch 4993 -Loss: 0.1157 Validation Accuracy: 93.469388% Epoch 18, Batch 5121 -Loss: 0.0606 Validation Accuracy: 93.582766% Epoch 18, Batch 5249 -Loss: 0.1236 Validation Accuracy: 93.968254% Epoch 18, Batch 5377 -Loss: 0.0394 Validation Accuracy: 93.628118% Epoch 18, Batch 5505 -Loss: 0.1128 Validation Accuracy: 93.514739% Epoch 18, Batch 5633 -Loss: 0.0154 Validation Accuracy: 93.265306% Epoch 18, Batch 5761 -Loss: 0.0482 Validation Accuracy: 94.172336% Epoch 18, Batch 5889 -Loss: 0.0720 Validation Accuracy: 93.605442% Epoch 18, Batch 6017 -Loss: 0.0459 Validation Accuracy: 93.424036% Epoch 18, Batch 6145 -Loss: 0.0163 Validation Accuracy: 93.900227% Epoch 18, Batch 6273 -Loss: 0.1085 Validation Accuracy: 94.263039% Epoch 18, Batch 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-Loss: 0.0757 Validation Accuracy: 93.673469% Epoch 18, Batch 14081 -Loss: 0.1089 Validation Accuracy: 93.764172% Epoch 18, Batch 14209 -Loss: 0.1287 Validation Accuracy: 93.333333% Epoch 18, Batch 14337 -Loss: 0.0587 Validation Accuracy: 93.242630% Epoch 18, Batch 14465 -Loss: 0.0839 Validation Accuracy: 93.492063% Epoch 18, Batch 14593 -Loss: 0.0637 Validation Accuracy: 93.174603% Epoch 18, Batch 14721 -Loss: 0.1635 Validation Accuracy: 93.356009% Epoch 18, Batch 14849 -Loss: 0.1204 Validation Accuracy: 93.356009% Epoch 18, Batch 14977 -Loss: 0.0661 Validation Accuracy: 93.764172% Epoch 18, Batch 15105 -Loss: 0.0701 Validation Accuracy: 93.605442% Epoch 18, Batch 15233 -Loss: 0.1485 Validation Accuracy: 93.560091% Epoch 18, Batch 15361 -Loss: 0.0494 Validation Accuracy: 93.378685% Epoch 18, Batch 15489 -Loss: 0.0670 Validation Accuracy: 92.947846% Epoch 18, Batch 15617 -Loss: 0.1077 Validation Accuracy: 93.424036% Epoch 18, Batch 15745 -Loss: 0.0820 Validation Accuracy: 93.605442% 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-Loss: 0.0930 Validation Accuracy: 93.492064% Epoch 18, Batch 19713 -Loss: 0.0405 Validation Accuracy: 93.378685% Epoch 18, Batch 19841 -Loss: 0.1127 Validation Accuracy: 93.764172% Epoch 18, Batch 19969 -Loss: 0.0802 Validation Accuracy: 93.582766% Epoch 18, Batch 20097 -Loss: 0.0862 Validation Accuracy: 93.650794% Epoch 18, Batch 20225 -Loss: 0.0365 Validation Accuracy: 93.514739% Epoch 18, Batch 20353 -Loss: 0.0748 Validation Accuracy: 93.287982% Epoch 18, Batch 20481 -Loss: 0.2298 Validation Accuracy: 93.582766% Epoch 18, Batch 20609 -Loss: 0.0347 Validation Accuracy: 93.287982% Epoch 18, Batch 20737 -Loss: 0.1048 Validation Accuracy: 93.469388% Epoch 18, Batch 20865 -Loss: 0.0461 Validation Accuracy: 93.446712% Epoch 18, Batch 20993 -Loss: 0.0485 Validation Accuracy: 93.242630% Epoch 18, Batch 21121 -Loss: 0.0545 Validation Accuracy: 93.832200% Epoch 18, Batch 21249 -Loss: 0.1424 Validation Accuracy: 93.310658% Epoch 18, Batch 21377 -Loss: 0.0894 Validation Accuracy: 92.698413% 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-Loss: 0.0308 Validation Accuracy: 94.058957% Epoch 18, Batch 25345 -Loss: 0.1533 Validation Accuracy: 93.537415% Epoch 18, Batch 25473 -Loss: 0.1047 Validation Accuracy: 94.149660% Epoch 18, Batch 25601 -Loss: 0.0502 Validation Accuracy: 93.673469% Epoch 18, Batch 25729 -Loss: 0.0859 Validation Accuracy: 94.126984% Epoch 18, Batch 25857 -Loss: 0.0772 Validation Accuracy: 94.013605% Epoch 18, Batch 25985 -Loss: 0.0846 Validation Accuracy: 93.809524% Epoch 18, Batch 26113 -Loss: 0.1216 Validation Accuracy: 93.628118% Epoch 18, Batch 26241 -Loss: 0.0282 Validation Accuracy: 93.650794% Epoch 18, Batch 26369 -Loss: 0.0589 Validation Accuracy: 93.786848% Epoch 18, Batch 26497 -Loss: 0.1637 Validation Accuracy: 93.786848% Epoch 18, Batch 26625 -Loss: 0.0233 Validation Accuracy: 93.673469% Epoch 18, Batch 26753 -Loss: 0.1039 Validation Accuracy: 93.718821% Epoch 18, Batch 26881 -Loss: 0.0976 Validation Accuracy: 93.514739% Epoch 18, Batch 27009 -Loss: 0.0837 Validation Accuracy: 93.673469% 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-Loss: 0.1210 Validation Accuracy: 93.673469% Epoch 18, Batch 30977 -Loss: 0.0711 Validation Accuracy: 94.013605% Epoch 18, Batch 31105 -Loss: 0.0762 Validation Accuracy: 93.356009% Epoch 18, Batch 31233 -Loss: 0.0981 Validation Accuracy: 94.104308% Epoch 18, Batch 31361 -Loss: 0.0431 Validation Accuracy: 94.081633% Epoch 18, Batch 31489 -Loss: 0.0660 Validation Accuracy: 94.535147% Epoch 18, Batch 31617 -Loss: 0.0665 Validation Accuracy: 94.036281% Epoch 18, Batch 31745 -Loss: 0.0440 Validation Accuracy: 93.832200% Epoch 18, Batch 31873 -Loss: 0.0207 Validation Accuracy: 93.854875% Epoch 18, Batch 32001 -Loss: 0.0658 Validation Accuracy: 93.650794% Epoch 18, Batch 32129 -Loss: 0.1068 Validation Accuracy: 93.764172% Epoch 18, Batch 32257 -Loss: 0.0772 Validation Accuracy: 93.922902% Epoch 18, Batch 32385 -Loss: 0.0520 Validation Accuracy: 93.718821% Epoch 18, Batch 32513 -Loss: 0.0834 Validation Accuracy: 93.650794% Epoch 18, Batch 32641 -Loss: 0.0444 Validation Accuracy: 93.922903% 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-Loss: 0.0192 Validation Accuracy: 92.857143% Epoch 18, Batch 36609 -Loss: 0.0194 Validation Accuracy: 92.426304% Epoch 18, Batch 36737 -Loss: 0.1645 Validation Accuracy: 92.675737% Epoch 18, Batch 36865 -Loss: 0.0346 Validation Accuracy: 92.630385% Epoch 18, Batch 36993 -Loss: 0.1198 Validation Accuracy: 93.219955% Epoch 18, Batch 37121 -Loss: 0.1436 Validation Accuracy: 93.129252% Epoch 18, Batch 37249 -Loss: 0.0917 Validation Accuracy: 93.492063% Epoch 18, Batch 37377 -Loss: 0.0077 Validation Accuracy: 93.242630% Epoch 18, Batch 37505 -Loss: 0.0933 Validation Accuracy: 93.469388% Epoch 18, Batch 37633 -Loss: 0.0319 Validation Accuracy: 93.560091% Epoch 18, Batch 37761 -Loss: 0.0165 Validation Accuracy: 93.560091% Epoch 18, Batch 37889 -Loss: 0.1628 Validation Accuracy: 93.877551% Epoch 18, Batch 38017 -Loss: 0.0535 Validation Accuracy: 93.900227% Epoch 18, Batch 38145 -Loss: 0.0292 Validation Accuracy: 93.378685% Epoch 18, Batch 38273 -Loss: 0.0814 Validation Accuracy: 93.582766% 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-Loss: 0.0787 Validation Accuracy: 93.582766% Epoch 18, Batch 42241 -Loss: 0.1245 Validation Accuracy: 93.106576% Epoch 18, Batch 42369 -Loss: 0.0981 Validation Accuracy: 93.537415% Epoch 18, Batch 42497 -Loss: 0.0875 Validation Accuracy: 93.492064% Epoch 18, Batch 42625 -Loss: 0.1304 Validation Accuracy: 93.106576% Epoch 18, Batch 42753 -Loss: 0.1353 Validation Accuracy: 93.582766% Epoch 18, Batch 42881 -Loss: 0.0568 Validation Accuracy: 93.809524% Epoch 18, Batch 43009 -Loss: 0.0328 Validation Accuracy: 93.628118% Epoch 18, Batch 43137 -Loss: 0.0461 Validation Accuracy: 93.560091% Epoch 18, Batch 43265 -Loss: 0.0535 Validation Accuracy: 93.877551% Epoch 18, Batch 43393 -Loss: 0.1381 Validation Accuracy: 93.628118% Epoch 18, Batch 43521 -Loss: 0.0729 Validation Accuracy: 93.741497% Epoch 18, Batch 43649 -Loss: 0.0895 Validation Accuracy: 93.469388% Epoch 18, Batch 43777 -Loss: 0.0554 Validation Accuracy: 93.854875% Epoch 18, Batch 43905 -Loss: 0.0514 Validation Accuracy: 93.854875% 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-Loss: 0.0443 Validation Accuracy: 93.310658% Epoch 18, Batch 47873 -Loss: 0.1586 Validation Accuracy: 93.582766% Epoch 18, Batch 48001 -Loss: 0.0554 Validation Accuracy: 93.514739% Epoch 18, Batch 48129 -Loss: 0.0444 Validation Accuracy: 93.560091% Epoch 18, Batch 48257 -Loss: 0.0667 Validation Accuracy: 93.151927% Epoch 18, Batch 48385 -Loss: 0.0692 Validation Accuracy: 93.151927% Epoch 18, Batch 48513 -Loss: 0.0634 Validation Accuracy: 93.174603% Epoch 18, Batch 48641 -Loss: 0.1249 Validation Accuracy: 92.902494% Epoch 18, Batch 48769 -Loss: 0.0696 Validation Accuracy: 93.219955% Epoch 18, Batch 48897 -Loss: 0.0644 Validation Accuracy: 93.401361% Epoch 18, Batch 49025 -Loss: 0.0833 Validation Accuracy: 93.174603% Epoch 18, Batch 49153 -Loss: 0.0864 Validation Accuracy: 93.446712% Epoch 18, Batch 49281 -Loss: 0.0871 Validation Accuracy: 93.151927% Epoch 18, Batch 49409 -Loss: 0.1170 Validation Accuracy: 93.424036% Epoch 18, Batch 49537 -Loss: 0.0988 Validation Accuracy: 93.378685% 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-Loss: 0.1046 Validation Accuracy: 93.287982% Epoch 18, Batch 53505 -Loss: 0.0748 Validation Accuracy: 93.854875% Epoch 18, Batch 53633 -Loss: 0.0596 Validation Accuracy: 94.104308% Epoch 18, Batch 53761 -Loss: 0.1373 Validation Accuracy: 94.240363% Epoch 18, Batch 53889 -Loss: 0.1064 Validation Accuracy: 94.058957% Epoch 18, Batch 54017 -Loss: 0.0631 Validation Accuracy: 93.741497% Epoch 18, Batch 54145 -Loss: 0.1489 Validation Accuracy: 93.492064% Epoch 18, Batch 54273 -Loss: 0.1229 Validation Accuracy: 93.605442% Epoch 18, Batch 54401 -Loss: 0.0589 Validation Accuracy: 93.900227% Epoch 18, Batch 54529 -Loss: 0.0344 Validation Accuracy: 93.968254% Epoch 18, Batch 54657 -Loss: 0.0830 Validation Accuracy: 93.741497% Epoch 18, Batch 54785 -Loss: 0.0967 Validation Accuracy: 93.718821% Epoch 18, Batch 54913 -Loss: 0.1152 Validation Accuracy: 94.263039% Epoch 18, Batch 55041 -Loss: 0.0503 Validation Accuracy: 94.172336% Epoch 18, Batch 55169 -Loss: 0.0520 Validation Accuracy: 93.424036% 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-Loss: 0.0415 Validation Accuracy: 93.673469% Epoch 18, Batch 59137 -Loss: 0.0861 Validation Accuracy: 93.151927% Epoch 18, Batch 59265 -Loss: 0.0965 Validation Accuracy: 93.560091% Epoch 18, Batch 59393 -Loss: 0.0832 Validation Accuracy: 93.718821% Epoch 18, Batch 59521 -Loss: 0.0221 Validation Accuracy: 93.378685% Epoch 18, Batch 59649 -Loss: 0.1044 Validation Accuracy: 93.741497% Epoch 18, Batch 59777 -Loss: 0.0599 Validation Accuracy: 93.514739% Epoch 18, Batch 59905 -Loss: 0.0166 Validation Accuracy: 93.809524% Epoch 18, Batch 60033 -Loss: 0.0903 Validation Accuracy: 94.195011% Epoch 18, Batch 60161 -Loss: 0.0482 Validation Accuracy: 93.560091% Epoch 18, Batch 60289 -Loss: 0.1213 Validation Accuracy: 93.968254% Epoch 18, Batch 60417 -Loss: 0.0447 Validation Accuracy: 93.537415% Epoch 18, Batch 60545 -Loss: 0.0233 Validation Accuracy: 93.242630% Epoch 18, Batch 60673 -Loss: 0.0590 Validation Accuracy: 93.605442% Epoch 18, Batch 60801 -Loss: 0.1029 Validation Accuracy: 93.560091% 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-Loss: 0.1153 Validation Accuracy: 94.149660% Epoch 18, Batch 64769 -Loss: 0.0402 Validation Accuracy: 93.741497% Epoch 18, Batch 64897 -Loss: 0.0439 Validation Accuracy: 93.832200% Epoch 18, Batch 65025 -Loss: 0.0589 Validation Accuracy: 93.650794% Epoch 18, Batch 65153 -Loss: 0.0628 Validation Accuracy: 93.650794% Epoch 18, Batch 65281 -Loss: 0.0359 Validation Accuracy: 94.172336% Epoch 18, Batch 65409 -Loss: 0.1398 Validation Accuracy: 93.378685% Epoch 18, Batch 65537 -Loss: 0.0453 Validation Accuracy: 93.628118% Epoch 18, Batch 65665 -Loss: 0.1063 Validation Accuracy: 93.741497% Epoch 18, Batch 65793 -Loss: 0.1579 Validation Accuracy: 93.605442% Epoch 18, Batch 65921 -Loss: 0.0932 Validation Accuracy: 93.514739% Epoch 18, Batch 66049 -Loss: 0.0296 Validation Accuracy: 93.469388% Epoch 18, Batch 66177 -Loss: 0.0311 Validation Accuracy: 93.537415% Epoch 18, Batch 66305 -Loss: 0.1074 Validation Accuracy: 94.240363% Epoch 18, Batch 66433 -Loss: 0.0490 Validation Accuracy: 93.832200% 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-Loss: 0.1200 Validation Accuracy: 93.809524% Epoch 18, Batch 70401 -Loss: 0.0104 Validation Accuracy: 93.786848% Epoch 18, Batch 70529 -Loss: 0.0633 Validation Accuracy: 93.650794% Epoch 18, Batch 70657 -Loss: 0.0921 Validation Accuracy: 93.741497% Epoch 18, Batch 70785 -Loss: 0.0656 Validation Accuracy: 93.922902% Epoch 18, Batch 70913 -Loss: 0.0930 Validation Accuracy: 94.149660% Epoch 18, Batch 71041 -Loss: 0.0684 Validation Accuracy: 93.401361% Epoch 18, Batch 71169 -Loss: 0.1261 Validation Accuracy: 93.741497% Epoch 18, Batch 71297 -Loss: 0.1016 Validation Accuracy: 93.786848% Epoch 18, Batch 71425 -Loss: 0.0602 Validation Accuracy: 94.058957% Epoch 18, Batch 71553 -Loss: 0.0339 Validation Accuracy: 93.877551% Epoch 18, Batch 71681 -Loss: 0.0514 Validation Accuracy: 93.537415% Epoch 18, Batch 71809 -Loss: 0.1069 Validation Accuracy: 93.922903% Epoch 18, Batch 71937 -Loss: 0.0911 Validation Accuracy: 93.605442% Epoch 18, Batch 72065 -Loss: 0.0227 Validation Accuracy: 93.446712% 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-Loss: 0.0628 Validation Accuracy: 93.673469% Epoch 18, Batch 76033 -Loss: 0.1054 Validation Accuracy: 93.764172% Epoch 18, Batch 76161 -Loss: 0.0979 Validation Accuracy: 93.741497% Epoch 18, Batch 76289 -Loss: 0.0331 Validation Accuracy: 93.764172% Epoch 18, Batch 76417 -Loss: 0.0844 Validation Accuracy: 93.424036% Epoch 18, Batch 76545 -Loss: 0.0434 Validation Accuracy: 93.673469% Epoch 18, Batch 76673 -Loss: 0.0430 Validation Accuracy: 93.832200% Epoch 18, Batch 76801 -Loss: 0.0929 Validation Accuracy: 93.741497% Epoch 18, Batch 76929 -Loss: 0.0561 Validation Accuracy: 94.013605% Epoch 18, Batch 77057 -Loss: 0.0577 Validation Accuracy: 93.990930% Epoch 18, Batch 77185 -Loss: 0.1528 Validation Accuracy: 93.378685% Epoch 18, Batch 77313 -Loss: 0.0664 Validation Accuracy: 93.197279% Epoch 18, Batch 77441 -Loss: 0.0855 Validation Accuracy: 93.945578% Epoch 18, Batch 77569 -Loss: 0.0657 Validation Accuracy: 93.673469% Epoch 18, Batch 77697 -Loss: 0.0790 Validation Accuracy: 93.809524% 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-Loss: 0.0492 Validation Accuracy: 94.081633% Epoch 18, Batch 81665 -Loss: 0.0677 Validation Accuracy: 93.718821% Epoch 18, Batch 81793 -Loss: 0.0622 Validation Accuracy: 93.945578% Epoch 18, Batch 81921 -Loss: 0.0913 Validation Accuracy: 93.151927% Epoch 18, Batch 82049 -Loss: 0.0487 Validation Accuracy: 94.104308% Epoch 18, Batch 82177 -Loss: 0.1845 Validation Accuracy: 94.172336% Epoch 18, Batch 82305 -Loss: 0.0488 Validation Accuracy: 93.809524% Epoch 18, Batch 82433 -Loss: 0.1662 Validation Accuracy: 93.582766% Epoch 18, Batch 82561 -Loss: 0.1437 Validation Accuracy: 93.900227% Epoch 18, Batch 82689 -Loss: 0.0997 Validation Accuracy: 93.537415% Epoch 18, Batch 82817 -Loss: 0.0690 Validation Accuracy: 93.786848% Epoch 18, Batch 82945 -Loss: 0.0602 Validation Accuracy: 93.809524% Epoch 18, Batch 83073 -Loss: 0.0869 Validation Accuracy: 93.900227% Epoch 18, Batch 83201 -Loss: 0.0254 Validation Accuracy: 93.764172% Epoch 18, Batch 83329 -Loss: 0.0489 Validation Accuracy: 94.126984% 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-Loss: 0.0712 Validation Accuracy: 93.174603% Epoch 18, Batch 87297 -Loss: 0.0243 Validation Accuracy: 93.333333% Epoch 18, Batch 87425 -Loss: 0.0312 Validation Accuracy: 93.469388% Epoch 18, Batch 87553 -Loss: 0.1015 Validation Accuracy: 93.446712% Epoch 18, Batch 87681 -Loss: 0.0335 Validation Accuracy: 93.310658% Epoch 18, Batch 87809 -Loss: 0.0367 Validation Accuracy: 93.310658% Epoch 18, Batch 87937 -Loss: 0.1741 Validation Accuracy: 94.149660% Epoch 18, Batch 88065 -Loss: 0.0528 Validation Accuracy: 93.786848% Epoch 18, Batch 88193 -Loss: 0.1043 Validation Accuracy: 93.764172% Epoch 18, Batch 88321 -Loss: 0.1346 Validation Accuracy: 93.696145% Epoch 18, Batch 88449 -Loss: 0.0937 Validation Accuracy: 94.149660% Epoch 18, Batch 88577 -Loss: 0.0958 Validation Accuracy: 94.376417% Epoch 18, Batch 88705 -Loss: 0.1138 Validation Accuracy: 94.126984% Epoch 18, Batch 88833 -Loss: 0.0767 Validation Accuracy: 94.489796% Epoch 18, Batch 88961 -Loss: 0.0391 Validation Accuracy: 94.285714% 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Accuracy: 94.081633% Epoch 18, Batch 91009 -Loss: 0.1035 Validation Accuracy: 93.537415% Epoch 18, Batch 91137 -Loss: 0.0808 Validation Accuracy: 93.809524% Epoch 18, Batch 91265 -Loss: 0.0484 Validation Accuracy: 93.356009% Epoch 18, Batch 91393 -Loss: 0.0287 Validation Accuracy: 94.399093% Epoch 18, Batch 91521 -Loss: 0.0336 Validation Accuracy: 94.126984% Epoch 18, Batch 91649 -Loss: 0.0659 Validation Accuracy: 93.786848% Epoch 18, Batch 91777 -Loss: 0.0889 Validation Accuracy: 93.945578% Epoch 18, Batch 91905 -Loss: 0.0800 Validation Accuracy: 94.036281% Epoch 18, Batch 92033 -Loss: 0.0528 Validation Accuracy: 94.331066% Epoch 18, Batch 92161 -Loss: 0.0632 Validation Accuracy: 93.537415% Epoch 18, Batch 92289 -Loss: 0.0375 Validation Accuracy: 93.492064% Epoch 18, Batch 92417 -Loss: 0.1584 Validation Accuracy: 93.764172% Epoch 18, Batch 92545 -Loss: 0.0965 Validation Accuracy: 93.696145% Epoch 18, Batch 92673 -Loss: 0.0629 Validation Accuracy: 93.832200% Epoch 18, Batch 92801 -Loss: 0.0764 Validation Accuracy: 93.764172% Epoch 18, Batch 92929 -Loss: 0.0764 Validation Accuracy: 93.673469% Epoch 18, Batch 93057 -Loss: 0.1888 Validation Accuracy: 93.809524% Epoch 18, Batch 93185 -Loss: 0.0216 Validation Accuracy: 93.582766% Epoch 18, Batch 93313 -Loss: 0.0893 Validation Accuracy: 93.809524% Epoch 18, Batch 93441 -Loss: 0.0764 Validation Accuracy: 93.877551% Epoch 18, Batch 93569 -Loss: 0.1338 Validation Accuracy: 93.718821% Epoch 18, Batch 93697 -Loss: 0.1145 Validation Accuracy: 93.832200% Epoch 18, Batch 93825 -Loss: 0.0465 Validation Accuracy: 93.537415% Epoch 18, Batch 93953 -Loss: 0.0730 Validation Accuracy: 93.446712% Epoch 18, Batch 94081 -Loss: 0.1329 Validation Accuracy: 93.446712% Epoch 18, Batch 94209 -Loss: 0.0461 Validation Accuracy: 93.832200% Epoch 18, Batch 94337 -Loss: 0.0442 Validation Accuracy: 93.174603% Epoch 18, Batch 94465 -Loss: 0.0470 Validation Accuracy: 93.424036% Epoch 18, Batch 94593 -Loss: 0.0471 Validation Accuracy: 93.809524% 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-Loss: 0.1379 Validation Accuracy: 93.242630% Epoch 18, Batch 98561 -Loss: 0.0764 Validation Accuracy: 93.356009% Epoch 18, Batch 98689 -Loss: 0.0648 Validation Accuracy: 93.741497% Epoch 18, Batch 98817 -Loss: 0.1100 Validation Accuracy: 93.356009% Epoch 18, Batch 98945 -Loss: 0.0472 Validation Accuracy: 93.333333% Epoch 18, Batch 99073 -Loss: 0.1491 Validation Accuracy: 93.424036% Epoch 18, Batch 99201 -Loss: 0.0905 Validation Accuracy: 93.151927% Epoch 18, Batch 99329 -Loss: 0.0991 Validation Accuracy: 93.197279% Epoch 18, Batch 99457 -Loss: 0.0938 Validation Accuracy: 93.741497% Epoch 18, Batch 99585 -Loss: 0.0484 Validation Accuracy: 93.922902% Epoch 18, Batch 99713 -Loss: 0.1423 Validation Accuracy: 93.809524% Epoch 18, Batch 99841 -Loss: 0.0729 Validation Accuracy: 94.058957% Epoch 18, Batch 99969 -Loss: 0.0403 Validation Accuracy: 93.537415% Epoch 18, Batch 100097 -Loss: 0.0598 Validation Accuracy: 93.854875% Epoch 18, Batch 100225 -Loss: 0.0864 Validation Accuracy: 93.696145% 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-Loss: 0.0925 Validation Accuracy: 93.356009% Epoch 18, Batch 105985 -Loss: 0.1132 Validation Accuracy: 93.764172% Epoch 18, Batch 106113 -Loss: 0.0771 Validation Accuracy: 93.424036% Epoch 18, Batch 106241 -Loss: 0.0989 Validation Accuracy: 93.673469% Epoch 18, Batch 106369 -Loss: 0.1120 Validation Accuracy: 93.560091% Epoch 18, Batch 106497 -Loss: 0.1186 Validation Accuracy: 93.673469% Epoch 18, Batch 106625 -Loss: 0.0861 Validation Accuracy: 93.650794% Epoch 18, Batch 106753 -Loss: 0.1316 Validation Accuracy: 93.492064% Epoch 18, Batch 106881 -Loss: 0.1342 Validation Accuracy: 93.492064% Epoch 18, Batch 107009 -Loss: 0.0808 Validation Accuracy: 93.401361% Epoch 18, Batch 107137 -Loss: 0.1001 Validation Accuracy: 93.650794% Epoch 18, Batch 107265 -Loss: 0.0836 Validation Accuracy: 93.560091% Epoch 18, Batch 107393 -Loss: 0.0670 Validation Accuracy: 93.197279% Epoch 18, Batch 107521 -Loss: 0.0365 Validation Accuracy: 93.378685% Epoch 18, Batch 107649 -Loss: 0.0631 Validation Accuracy: 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-Loss: 0.0412 Validation Accuracy: 93.922902% Epoch 18, Batch 109697 -Loss: 0.0304 Validation Accuracy: 93.628118% Epoch 18, Batch 109825 -Loss: 0.0972 Validation Accuracy: 93.673469% Epoch 18, Batch 109953 -Loss: 0.1612 Validation Accuracy: 93.628118% Epoch 18, Batch 110081 -Loss: 0.0246 Validation Accuracy: 93.356009% Epoch 18, Batch 110209 -Loss: 0.1211 Validation Accuracy: 93.378685% Epoch 18, Batch 110337 -Loss: 0.0984 Validation Accuracy: 93.356009% Epoch 18, Batch 110465 -Loss: 0.0562 Validation Accuracy: 93.174603% Epoch 18, Batch 110593 -Loss: 0.0893 Validation Accuracy: 93.469388% Epoch 18, Batch 110721 -Loss: 0.0850 Validation Accuracy: 93.242630% Epoch 18, Batch 110849 -Loss: 0.0913 Validation Accuracy: 93.628118% Epoch 18, Batch 110977 -Loss: 0.0803 Validation Accuracy: 93.537415% Epoch 18, Batch 111105 -Loss: 0.0574 Validation Accuracy: 93.401361% Epoch 18, Batch 111233 -Loss: 0.1807 Validation Accuracy: 93.741497% Epoch 18, Batch 111361 -Loss: 0.0526 Validation Accuracy: 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-Loss: 0.0969 Validation Accuracy: 93.492063% Epoch 18, Batch 113409 -Loss: 0.0798 Validation Accuracy: 94.263039% Epoch 18, Batch 113537 -Loss: 0.0569 Validation Accuracy: 93.650794% Epoch 18, Batch 113665 -Loss: 0.0301 Validation Accuracy: 93.106576% Epoch 18, Batch 113793 -Loss: 0.0683 Validation Accuracy: 93.378685% Epoch 18, Batch 113921 -Loss: 0.0240 Validation Accuracy: 93.446712% Epoch 18, Batch 114049 -Loss: 0.0952 Validation Accuracy: 93.469388% Epoch 18, Batch 114177 -Loss: 0.0242 Validation Accuracy: 93.514739% Epoch 18, Batch 114305 -Loss: 0.1543 Validation Accuracy: 93.310658% Epoch 18, Batch 114433 -Loss: 0.0867 Validation Accuracy: 93.537415% Epoch 18, Batch 114561 -Loss: 0.0255 Validation Accuracy: 93.492063% Epoch 18, Batch 114689 -Loss: 0.1192 Validation Accuracy: 93.265306% Epoch 18, Batch 114817 -Loss: 0.0503 Validation Accuracy: 93.764172% Epoch 18, Batch 114945 -Loss: 0.1180 Validation Accuracy: 93.514739% Epoch 18, Batch 115073 -Loss: 0.0966 Validation Accuracy: 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-Loss: 0.1124 Validation Accuracy: 93.151927% Epoch 18, Batch 117121 -Loss: 0.0847 Validation Accuracy: 93.537415% Epoch 18, Batch 117249 -Loss: 0.1274 Validation Accuracy: 93.129252% Epoch 18, Batch 117377 -Loss: 0.0640 Validation Accuracy: 93.151927% Epoch 18, Batch 117505 -Loss: 0.1124 Validation Accuracy: 93.151927% Epoch 18, Batch 117633 -Loss: 0.0794 Validation Accuracy: 93.197279% Epoch 18, Batch 117761 -Loss: 0.1188 Validation Accuracy: 93.424036% Epoch 18, Batch 117889 -Loss: 0.1096 Validation Accuracy: 93.696145% Epoch 18, Batch 118017 -Loss: 0.0808 Validation Accuracy: 93.287982% Epoch 18, Batch 118145 -Loss: 0.0719 Validation Accuracy: 93.741497% Epoch 18, Batch 118273 -Loss: 0.1247 Validation Accuracy: 92.993197% Epoch 18, Batch 118401 -Loss: 0.0700 Validation Accuracy: 93.492063% Epoch 18, Batch 118529 -Loss: 0.0308 Validation Accuracy: 93.083900% Epoch 18, Batch 118657 -Loss: 0.0218 Validation Accuracy: 93.129252% Epoch 18, Batch 118785 -Loss: 0.0606 Validation Accuracy: 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-Loss: 0.0457 Validation Accuracy: 93.219955% Epoch 18, Batch 120833 -Loss: 0.0708 Validation Accuracy: 93.265306% Epoch 18, Batch 120961 -Loss: 0.0985 Validation Accuracy: 93.628118% Epoch 18, Batch 121089 -Loss: 0.0735 Validation Accuracy: 93.469388% Epoch 18, Batch 121217 -Loss: 0.0906 Validation Accuracy: 93.151927% Epoch 18, Batch 121345 -Loss: 0.0815 Validation Accuracy: 93.877551% Epoch 18, Batch 121473 -Loss: 0.0701 Validation Accuracy: 93.605442% Epoch 18, Batch 121601 -Loss: 0.0903 Validation Accuracy: 93.922903% Epoch 18, Batch 121729 -Loss: 0.0468 Validation Accuracy: 93.287982% Epoch 18, Batch 121857 -Loss: 0.1327 Validation Accuracy: 93.310658% Epoch 18, Batch 121985 -Loss: 0.0758 Validation Accuracy: 93.514739% Epoch 18, Batch 122113 -Loss: 0.0243 Validation Accuracy: 93.922903% Epoch 18, Batch 122241 -Loss: 0.0559 Validation Accuracy: 93.990930% Epoch 18, Batch 122369 -Loss: 0.0409 Validation Accuracy: 93.718821% Epoch 18, Batch 122497 -Loss: 0.0934 Validation Accuracy: 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-Loss: 0.0732 Validation Accuracy: 93.900227% Epoch 18, Batch 124545 -Loss: 0.2032 Validation Accuracy: 93.514739% Epoch 18, Batch 124673 -Loss: 0.1004 Validation Accuracy: 93.582766% Epoch 18, Batch 124801 -Loss: 0.0713 Validation Accuracy: 93.741497% Epoch 18, Batch 124929 -Loss: 0.1805 Validation Accuracy: 93.219955% Epoch 18, Batch 125057 -Loss: 0.0671 Validation Accuracy: 93.265306% Epoch 18, Batch 125185 -Loss: 0.0274 Validation Accuracy: 93.469388% Epoch 18, Batch 125313 -Loss: 0.0370 Validation Accuracy: 93.537415% Epoch 18, Batch 125441 -Loss: 0.0516 Validation Accuracy: 93.628118% Epoch 18, Batch 125569 -Loss: 0.1287 Validation Accuracy: 93.877551% Epoch 18, Batch 125697 -Loss: 0.0939 Validation Accuracy: 93.424036% Epoch 18, Batch 125825 -Loss: 0.0432 Validation Accuracy: 93.446712% Epoch 18, Batch 125953 -Loss: 0.0720 Validation Accuracy: 93.582766% Epoch 18, Batch 126081 -Loss: 0.0418 Validation Accuracy: 93.560091% Epoch 18, Batch 126209 -Loss: 0.1349 Validation Accuracy: 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-Loss: 0.0582 Validation Accuracy: 93.582766% Epoch 18, Batch 128257 -Loss: 0.0230 Validation Accuracy: 93.537415% Epoch 18, Batch 128385 -Loss: 0.1661 Validation Accuracy: 93.401361% Epoch 18, Batch 128513 -Loss: 0.0518 Validation Accuracy: 93.310658% Epoch 18, Batch 128641 -Loss: 0.0694 Validation Accuracy: 93.492063% Epoch 18, Batch 128769 -Loss: 0.1142 Validation Accuracy: 93.809524% Epoch 18, Batch 128897 -Loss: 0.0724 Validation Accuracy: 93.514739% Epoch 18, Batch 129025 -Loss: 0.0631 Validation Accuracy: 93.718821% Epoch 18, Batch 129153 -Loss: 0.0494 Validation Accuracy: 93.310658% Epoch 18, Batch 129281 -Loss: 0.0278 Validation Accuracy: 93.356009% Epoch 18, Batch 129409 -Loss: 0.0338 Validation Accuracy: 93.469388% Epoch 18, Batch 129537 -Loss: 0.0226 Validation Accuracy: 93.809524% Epoch 18, Batch 129665 -Loss: 0.0249 Validation Accuracy: 93.242630% Epoch 18, Batch 129793 -Loss: 0.0424 Validation Accuracy: 93.401361% Epoch 18, Batch 129921 -Loss: 0.0855 Validation Accuracy: 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-Loss: 0.0528 Validation Accuracy: 93.310658% Epoch 18, Batch 131969 -Loss: 0.1299 Validation Accuracy: 93.287982% Epoch 18, Batch 132097 -Loss: 0.1750 Validation Accuracy: 93.537415% Epoch 18, Batch 132225 -Loss: 0.0626 Validation Accuracy: 93.174603% Epoch 18, Batch 132353 -Loss: 0.1625 Validation Accuracy: 93.129252% Epoch 18, Batch 132481 -Loss: 0.0200 Validation Accuracy: 93.197279% Epoch 18, Batch 132609 -Loss: 0.0855 Validation Accuracy: 93.015873% Epoch 18, Batch 132737 -Loss: 0.0240 Validation Accuracy: 93.151927% Epoch 18, Batch 132865 -Loss: 0.1242 Validation Accuracy: 93.287982% Epoch 18, Batch 132993 -Loss: 0.1050 Validation Accuracy: 93.106576% Epoch 18, Batch 133121 -Loss: 0.0470 Validation Accuracy: 93.401361% Epoch 18, Batch 133249 -Loss: 0.0330 Validation Accuracy: 92.970522% Epoch 18, Batch 133377 -Loss: 0.1130 Validation Accuracy: 93.265306% Epoch 18, Batch 133505 -Loss: 0.1044 Validation Accuracy: 93.469388% Epoch 18, Batch 133633 -Loss: 0.0619 Validation Accuracy: 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-Loss: 0.0783 Validation Accuracy: 93.038549% Epoch 18, Batch 135681 -Loss: 0.0803 Validation Accuracy: 93.877551% Epoch 18, Batch 135809 -Loss: 0.0771 Validation Accuracy: 93.424036% Epoch 18, Batch 135937 -Loss: 0.0448 Validation Accuracy: 93.469388% Epoch 18, Batch 136065 -Loss: 0.0973 Validation Accuracy: 93.968254% Epoch 18, Batch 136193 -Loss: 0.0976 Validation Accuracy: 93.990930% Epoch 18, Batch 136321 -Loss: 0.0290 Validation Accuracy: 93.673469% Epoch 18, Batch 136449 -Loss: 0.0291 Validation Accuracy: 94.263039% Epoch 18, Batch 136577 -Loss: 0.0681 Validation Accuracy: 94.104308% Epoch 18, Batch 136705 -Loss: 0.1821 Validation Accuracy: 93.832200% Epoch 18, Batch 136833 -Loss: 0.0179 Validation Accuracy: 93.628118% Epoch 18, Batch 136961 -Loss: 0.0696 Validation Accuracy: 93.718821% Epoch 18, Batch 137089 -Loss: 0.1122 Validation Accuracy: 93.673469% Epoch 18, Batch 137217 -Loss: 0.0341 Validation Accuracy: 93.673469% Epoch 18, Batch 137345 -Loss: 0.0471 Validation Accuracy: 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-Loss: 0.0935 Validation Accuracy: 93.333333% Epoch 18, Batch 139393 -Loss: 0.0327 Validation Accuracy: 93.854875% Epoch 18, Batch 139521 -Loss: 0.0541 Validation Accuracy: 93.673469% Epoch 18, Batch 139649 -Loss: 0.0162 Validation Accuracy: 93.741497% Epoch 18, Batch 139777 -Loss: 0.0598 Validation Accuracy: 93.718821% Epoch 18, Batch 139905 -Loss: 0.1424 Validation Accuracy: 93.628118% Epoch 18, Batch 140033 -Loss: 0.0772 Validation Accuracy: 93.514739% Epoch 18, Batch 140161 -Loss: 0.0450 Validation Accuracy: 93.741497% Epoch 18, Batch 140289 -Loss: 0.0850 Validation Accuracy: 93.832200% Epoch 18, Batch 140417 -Loss: 0.0436 Validation Accuracy: 93.673469% Epoch 18, Batch 140545 -Loss: 0.0580 Validation Accuracy: 93.378685% Epoch 18, Batch 140673 -Loss: 0.1062 Validation Accuracy: 93.492064% Epoch 18, Batch 140801 -Loss: 0.0580 Validation Accuracy: 93.560091% Epoch 18, Batch 140929 -Loss: 0.0447 Validation Accuracy: 93.174603% Epoch 18, Batch 141057 -Loss: 0.1353 Validation Accuracy: 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-Loss: 0.0736 Validation Accuracy: 94.172336% Epoch 18, Batch 143105 -Loss: 0.0221 Validation Accuracy: 93.696145% Epoch 18, Batch 143233 -Loss: 0.0200 Validation Accuracy: 93.832200% Epoch 18, Batch 143361 -Loss: 0.0399 Validation Accuracy: 94.013605% Epoch 18, Batch 143489 -Loss: 0.1243 Validation Accuracy: 93.832200% Epoch 18, Batch 143617 -Loss: 0.0696 Validation Accuracy: 93.537415% Epoch 18, Batch 143745 -Loss: 0.1415 Validation Accuracy: 93.718821% Epoch 18, Batch 143873 -Loss: 0.0450 Validation Accuracy: 93.854875% Epoch 18, Batch 144001 -Loss: 0.1123 Validation Accuracy: 93.628118% Epoch 18, Batch 144129 -Loss: 0.0922 Validation Accuracy: 94.013605% Epoch 18, Batch 144257 -Loss: 0.1728 Validation Accuracy: 93.854875% Epoch 18, Batch 144385 -Loss: 0.1330 Validation Accuracy: 93.401361% Epoch 18, Batch 144513 -Loss: 0.0879 Validation Accuracy: 93.378685% Epoch 18, Batch 144641 -Loss: 0.0594 Validation Accuracy: 93.968254% Epoch 18, Batch 144769 -Loss: 0.0382 Validation Accuracy: 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-Loss: 0.0877 Validation Accuracy: 93.900227% Epoch 18, Batch 146817 -Loss: 0.0537 Validation Accuracy: 93.469388% Epoch 18, Batch 146945 -Loss: 0.1674 Validation Accuracy: 94.058957% Epoch 18, Batch 147073 -Loss: 0.2001 Validation Accuracy: 94.126984% Epoch 18, Batch 147201 -Loss: 0.0669 Validation Accuracy: 93.628118% Epoch 18, Batch 147329 -Loss: 0.2425 Validation Accuracy: 93.151927% Epoch 18, Batch 147457 -Loss: 0.1681 Validation Accuracy: 93.650794% Epoch 18, Batch 147585 -Loss: 0.0771 Validation Accuracy: 93.514739% Epoch 18, Batch 147713 -Loss: 0.0456 Validation Accuracy: 93.718821% Epoch 18, Batch 147841 -Loss: 0.0876 Validation Accuracy: 94.149660% Epoch 18, Batch 147969 -Loss: 0.0271 Validation Accuracy: 94.013605% Epoch 18, Batch 148097 -Loss: 0.0277 Validation Accuracy: 93.854875% Epoch 18, Batch 148225 -Loss: 0.0467 Validation Accuracy: 94.263039% Epoch 18, Batch 148353 -Loss: 0.1349 Validation Accuracy: 94.195011% Epoch 18, Batch 148481 -Loss: 0.0772 Validation Accuracy: 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-Loss: 0.1348 Validation Accuracy: 94.013605% Epoch 18, Batch 150529 -Loss: 0.0993 Validation Accuracy: 94.104308% Epoch 18, Batch 150657 -Loss: 0.0574 Validation Accuracy: 94.263039% Epoch 18, Batch 150785 -Loss: 0.1642 Validation Accuracy: 94.217687% Epoch 18, Batch 150913 -Loss: 0.0394 Validation Accuracy: 93.877551% Epoch 18, Batch 151041 -Loss: 0.1346 Validation Accuracy: 93.832200% Epoch 18, Batch 151169 -Loss: 0.0798 Validation Accuracy: 93.265306% Epoch 18, Batch 151297 -Loss: 0.0399 Validation Accuracy: 93.786848% Epoch 18, Batch 151425 -Loss: 0.0608 Validation Accuracy: 93.673469% Epoch 18, Batch 151553 -Loss: 0.0300 Validation Accuracy: 93.378685% Epoch 18, Batch 151681 -Loss: 0.0931 Validation Accuracy: 93.673469% Epoch 18, Batch 151809 -Loss: 0.0437 Validation Accuracy: 93.741497% Epoch 18, Batch 151937 -Loss: 0.0875 Validation Accuracy: 93.537415% Epoch 18, Batch 152065 -Loss: 0.0469 Validation Accuracy: 93.628118% Epoch 18, Batch 152193 -Loss: 0.0318 Validation Accuracy: 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-Loss: 0.0857 Validation Accuracy: 93.764172% Epoch 18, Batch 154241 -Loss: 0.1162 Validation Accuracy: 93.560091% Epoch 18, Batch 154369 -Loss: 0.1506 Validation Accuracy: 93.242630% Epoch 18, Batch 154497 -Loss: 0.1225 Validation Accuracy: 93.718821% Epoch 18, Batch 154625 -Loss: 0.1206 Validation Accuracy: 93.424036% Epoch 18, Batch 154753 -Loss: 0.0954 Validation Accuracy: 93.446712% Epoch 18, Batch 154881 -Loss: 0.1631 Validation Accuracy: 93.582766% Epoch 18, Batch 155009 -Loss: 0.1322 Validation Accuracy: 93.537415% Epoch 18, Batch 155137 -Loss: 0.0732 Validation Accuracy: 93.356009% Epoch 18, Batch 155265 -Loss: 0.0452 Validation Accuracy: 93.333333% Epoch 18, Batch 155393 -Loss: 0.1774 Validation Accuracy: 93.605442% Epoch 18, Batch 155521 -Loss: 0.0697 Validation Accuracy: 93.446712% Epoch 18, Batch 155649 -Loss: 0.0427 Validation Accuracy: 93.673469% Epoch 18, Batch 155777 -Loss: 0.1091 Validation Accuracy: 93.174603% Epoch 18, Batch 155905 -Loss: 0.1136 Validation Accuracy: 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-Loss: 0.0169 Validation Accuracy: 93.990930% Epoch 18, Batch 157953 -Loss: 0.0303 Validation Accuracy: 93.560091% Epoch 18, Batch 158081 -Loss: 0.0558 Validation Accuracy: 93.605442% Epoch 18, Batch 158209 -Loss: 0.0186 Validation Accuracy: 93.877551% Epoch 18, Batch 158337 -Loss: 0.0545 Validation Accuracy: 93.083900% Epoch 18, Batch 158465 -Loss: 0.1669 Validation Accuracy: 93.242630% Epoch 18, Batch 158593 -Loss: 0.2115 Validation Accuracy: 93.151927% Epoch 18, Batch 158721 -Loss: 0.0601 Validation Accuracy: 93.446712% Epoch 18, Batch 158849 -Loss: 0.0344 Validation Accuracy: 93.696145% Epoch 18, Batch 158977 -Loss: 0.1246 Validation Accuracy: 93.219955% Epoch 18, Batch 159105 -Loss: 0.0337 Validation Accuracy: 93.378685% Epoch 18, Batch 159233 -Loss: 0.1066 Validation Accuracy: 93.582766% Epoch 18, Batch 159361 -Loss: 0.0588 Validation Accuracy: 93.356009% Epoch 18, Batch 159489 -Loss: 0.1219 Validation Accuracy: 93.401361% Epoch 18, Batch 159617 -Loss: 0.0834 Validation Accuracy: 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-Loss: 0.0902 Validation Accuracy: 93.628118% Epoch 18, Batch 161665 -Loss: 0.1062 Validation Accuracy: 93.696145% Epoch 18, Batch 161793 -Loss: 0.1069 Validation Accuracy: 93.764172% Epoch 18, Batch 161921 -Loss: 0.0277 Validation Accuracy: 93.537415% Epoch 18, Batch 162049 -Loss: 0.0691 Validation Accuracy: 93.696145% Epoch 18, Batch 162177 -Loss: 0.0743 Validation Accuracy: 93.469388% Epoch 18, Batch 162305 -Loss: 0.0851 Validation Accuracy: 93.401361% Epoch 18, Batch 162433 -Loss: 0.2045 Validation Accuracy: 93.764172% Epoch 18, Batch 162561 -Loss: 0.0429 Validation Accuracy: 93.492064% Epoch 18, Batch 162689 -Loss: 0.0612 Validation Accuracy: 93.718821% Epoch 18, Batch 162817 -Loss: 0.0819 Validation Accuracy: 93.560091% Epoch 18, Batch 162945 -Loss: 0.0204 Validation Accuracy: 93.786848% Epoch 18, Batch 163073 -Loss: 0.0697 Validation Accuracy: 93.922903% Epoch 18, Batch 163201 -Loss: 0.0730 Validation Accuracy: 93.990930% Epoch 18, Batch 163329 -Loss: 0.0501 Validation Accuracy: 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-Loss: 0.0685 Validation Accuracy: 93.968254% Epoch 18, Batch 165377 -Loss: 0.1149 Validation Accuracy: 93.628118% Epoch 18, Batch 165505 -Loss: 0.1772 Validation Accuracy: 93.877551% Epoch 18, Batch 165633 -Loss: 0.0337 Validation Accuracy: 93.968254% Epoch 18, Batch 165761 -Loss: 0.1603 Validation Accuracy: 93.900227% Epoch 18, Batch 165889 -Loss: 0.0324 Validation Accuracy: 93.945578% Epoch 18, Batch 166017 -Loss: 0.1532 Validation Accuracy: 94.081633% Epoch 18, Batch 166145 -Loss: 0.0441 Validation Accuracy: 94.104308% Epoch 18, Batch 166273 -Loss: 0.0269 Validation Accuracy: 94.058957% Epoch 18, Batch 166401 -Loss: 0.0380 Validation Accuracy: 93.854875% Epoch 18, Batch 166529 -Loss: 0.1068 Validation Accuracy: 93.582766% Epoch 18, Batch 166657 -Loss: 0.1099 Validation Accuracy: 94.058957% Epoch 18, Batch 166785 -Loss: 0.0450 Validation Accuracy: 93.968254% Epoch 18, Batch 166913 -Loss: 0.0718 Validation Accuracy: 94.376417% Epoch 18, Batch 167041 -Loss: 0.0546 Validation Accuracy: 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-Loss: 0.0507 Validation Accuracy: 94.761905% Epoch 18, Batch 169089 -Loss: 0.0899 Validation Accuracy: 94.240363% Epoch 18, Batch 169217 -Loss: 0.0621 Validation Accuracy: 93.832200% Epoch 18, Batch 169345 -Loss: 0.1828 Validation Accuracy: 94.104308% Epoch 18, Batch 169473 -Loss: 0.0374 Validation Accuracy: 94.104308% Epoch 18, Batch 169601 -Loss: 0.0780 Validation Accuracy: 94.036281% Epoch 18, Batch 169729 -Loss: 0.1094 Validation Accuracy: 94.172336% Epoch 18, Batch 169857 -Loss: 0.0843 Validation Accuracy: 93.764172% Epoch 18, Batch 169985 -Loss: 0.0449 Validation Accuracy: 93.469388% Epoch 18, Batch 170113 -Loss: 0.1165 Validation Accuracy: 94.036281% Epoch 18, Batch 170241 -Loss: 0.0386 Validation Accuracy: 93.718821% Epoch 18, Batch 170369 -Loss: 0.1171 Validation Accuracy: 93.832200% Epoch 18, Batch 170497 -Loss: 0.1059 Validation Accuracy: 93.582766% Epoch 18, Batch 170625 -Loss: 0.0689 Validation Accuracy: 93.786848% Epoch 18, Batch 170753 -Loss: 0.1532 Validation Accuracy: 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-Loss: 0.0379 Validation Accuracy: 94.172336% Epoch 18, Batch 172801 -Loss: 0.0828 Validation Accuracy: 93.945578% Epoch 18, Batch 172929 -Loss: 0.0455 Validation Accuracy: 93.809524% Epoch 18, Batch 173057 -Loss: 0.1005 Validation Accuracy: 93.673469% Epoch 18, Batch 173185 -Loss: 0.0807 Validation Accuracy: 93.877551% Epoch 18, Batch 173313 -Loss: 0.0596 Validation Accuracy: 93.809524% Epoch 18, Batch 173441 -Loss: 0.0524 Validation Accuracy: 93.356009% Epoch 18, Batch 173569 -Loss: 0.0649 Validation Accuracy: 94.240363% Epoch 18, Batch 173697 -Loss: 0.1320 Validation Accuracy: 93.764172% Epoch 18, Batch 173825 -Loss: 0.1447 Validation Accuracy: 94.126984% Epoch 18, Batch 173953 -Loss: 0.1330 Validation Accuracy: 94.195011% Epoch 18, Batch 174081 -Loss: 0.1095 Validation Accuracy: 93.945578% Epoch 18, Batch 174209 -Loss: 0.0308 Validation Accuracy: 94.013605% Epoch 18, Batch 174337 -Loss: 0.0354 Validation Accuracy: 93.900227% Epoch 18, Batch 174465 -Loss: 0.1129 Validation Accuracy: 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-Loss: 0.2652 Validation Accuracy: 93.673469% Epoch 18, Batch 176513 -Loss: 0.0610 Validation Accuracy: 93.809524% Epoch 18, Batch 176641 -Loss: 0.0823 Validation Accuracy: 93.696145% Epoch 18, Batch 176769 -Loss: 0.0340 Validation Accuracy: 93.514739% Epoch 18, Batch 176897 -Loss: 0.0226 Validation Accuracy: 94.240363% Epoch 18, Batch 177025 -Loss: 0.0392 Validation Accuracy: 94.195011% Epoch 18, Batch 177153 -Loss: 0.0384 Validation Accuracy: 93.537415% Epoch 18, Batch 177281 -Loss: 0.0747 Validation Accuracy: 93.650794% Epoch 18, Batch 177409 -Loss: 0.0653 Validation Accuracy: 93.718821% Epoch 18, Batch 177537 -Loss: 0.0275 Validation Accuracy: 93.741497% Epoch 18, Batch 177665 -Loss: 0.0379 Validation Accuracy: 94.104308% Epoch 18, Batch 177793 -Loss: 0.2094 Validation Accuracy: 93.877551% Epoch 18, Batch 177921 -Loss: 0.0809 Validation Accuracy: 93.265306% Epoch 18, Batch 178049 -Loss: 0.0894 Validation Accuracy: 93.832200% Epoch 18, Batch 178177 -Loss: 0.0380 Validation Accuracy: 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-Loss: 0.1409 Validation Accuracy: 93.265306% Epoch 18, Batch 180225 -Loss: 0.0492 Validation Accuracy: 93.492064% Epoch 18, Batch 180353 -Loss: 0.0779 Validation Accuracy: 93.265306% Epoch 18, Batch 180481 -Loss: 0.0185 Validation Accuracy: 93.197279% Epoch 18, Batch 180609 -Loss: 0.0834 Validation Accuracy: 93.492063% Epoch 18, Batch 180737 -Loss: 0.0326 Validation Accuracy: 93.560091% Epoch 18, Batch 180865 -Loss: 0.1045 Validation Accuracy: 94.013605% Epoch 18, Batch 180993 -Loss: 0.0621 Validation Accuracy: 93.242630% Epoch 18, Batch 181121 -Loss: 0.0753 Validation Accuracy: 93.809524% Epoch 18, Batch 181249 -Loss: 0.0951 Validation Accuracy: 94.104308% Epoch 18, Batch 181377 -Loss: 0.0478 Validation Accuracy: 93.696145% Epoch 18, Batch 181505 -Loss: 0.0503 Validation Accuracy: 93.492064% Epoch 18, Batch 181633 -Loss: 0.1688 Validation Accuracy: 93.492063% Epoch 18, Batch 181761 -Loss: 0.0634 Validation Accuracy: 93.922902% Epoch 18, Batch 181889 -Loss: 0.0502 Validation Accuracy: 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-Loss: 0.0614 Validation Accuracy: 93.514739% Epoch 18, Batch 183937 -Loss: 0.0728 Validation Accuracy: 93.764172% Epoch 18, Batch 184065 -Loss: 0.0552 Validation Accuracy: 93.809524% Epoch 18, Batch 184193 -Loss: 0.0751 Validation Accuracy: 94.149660% Epoch 18, Batch 184321 -Loss: 0.2325 Validation Accuracy: 93.718821% Epoch 18, Batch 184449 -Loss: 0.1027 Validation Accuracy: 93.378685% Epoch 18, Batch 184577 -Loss: 0.1158 Validation Accuracy: 93.673469% Epoch 18, Batch 184705 -Loss: 0.0813 Validation Accuracy: 94.126984% Epoch 18, Batch 184833 -Loss: 0.2026 Validation Accuracy: 93.786848% Epoch 18, Batch 184961 -Loss: 0.1071 Validation Accuracy: 93.446712% Epoch 18, Batch 185089 -Loss: 0.1138 Validation Accuracy: 93.446712% Epoch 18, Batch 185217 -Loss: 0.0806 Validation Accuracy: 92.789116% Epoch 18, Batch 185345 -Loss: 0.0348 Validation Accuracy: 93.537415% Epoch 18, Batch 185473 -Loss: 0.0540 Validation Accuracy: 93.038549% Epoch 18, Batch 185601 -Loss: 0.0595 Validation Accuracy: 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-Loss: 0.0923 Validation Accuracy: 93.265306% Epoch 18, Batch 187649 -Loss: 0.0713 Validation Accuracy: 93.287982% Epoch 18, Batch 187777 -Loss: 0.1686 Validation Accuracy: 93.424036% Epoch 18, Batch 187905 -Loss: 0.1339 Validation Accuracy: 93.492063% Epoch 18, Batch 188033 -Loss: 0.1183 Validation Accuracy: 93.310658% Epoch 18, Batch 188161 -Loss: 0.0695 Validation Accuracy: 93.537415% Epoch 18, Batch 188289 -Loss: 0.0655 Validation Accuracy: 93.605442% Epoch 18, Batch 188417 -Loss: 0.0752 Validation Accuracy: 93.015873% Epoch 18, Batch 188545 -Loss: 0.1033 Validation Accuracy: 93.015873% Epoch 18, Batch 188673 -Loss: 0.0652 Validation Accuracy: 92.766440% Epoch 18, Batch 188801 -Loss: 0.1039 Validation Accuracy: 93.560091% Epoch 18, Batch 188929 -Loss: 0.0577 Validation Accuracy: 93.650794% Epoch 18, Batch 189057 -Loss: 0.0940 Validation Accuracy: 93.356009% Epoch 18, Batch 189185 -Loss: 0.0956 Validation Accuracy: 93.129252% Epoch 18, Batch 189313 -Loss: 0.0470 Validation Accuracy: 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-Loss: 0.0875 Validation Accuracy: 93.854875% Epoch 18, Batch 191361 -Loss: 0.0314 Validation Accuracy: 94.149660% Epoch 18, Batch 191489 -Loss: 0.1602 Validation Accuracy: 93.401361% Epoch 18, Batch 191617 -Loss: 0.0610 Validation Accuracy: 94.331066% Epoch 18, Batch 191745 -Loss: 0.0762 Validation Accuracy: 94.353742% Epoch 18, Batch 191873 -Loss: 0.0160 Validation Accuracy: 93.809524% Epoch 18, Batch 192001 -Loss: 0.0596 Validation Accuracy: 93.877551% Epoch 18, Batch 192129 -Loss: 0.0701 Validation Accuracy: 94.081633% Epoch 18, Batch 192257 -Loss: 0.0786 Validation Accuracy: 94.036281% Epoch 18, Batch 192385 -Loss: 0.0909 Validation Accuracy: 93.786848% Epoch 18, Batch 192513 -Loss: 0.1155 Validation Accuracy: 94.353742% Epoch 18, Batch 192641 -Loss: 0.0998 Validation Accuracy: 94.081633% Epoch 18, Batch 192769 -Loss: 0.0657 Validation Accuracy: 93.854875% Epoch 18, Batch 192897 -Loss: 0.0465 Validation Accuracy: 93.718821% Epoch 18, Batch 193025 -Loss: 0.0829 Validation Accuracy: 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-Loss: 0.1073 Validation Accuracy: 93.877551% Epoch 18, Batch 195073 -Loss: 0.0132 Validation Accuracy: 93.446712% Epoch 18, Batch 195201 -Loss: 0.0729 Validation Accuracy: 93.741497% Epoch 18, Batch 195329 -Loss: 0.0343 Validation Accuracy: 93.560091% Epoch 18, Batch 195457 -Loss: 0.0633 Validation Accuracy: 93.628118% Epoch 18, Batch 195585 -Loss: 0.1014 Validation Accuracy: 93.378685% Epoch 18, Batch 195713 -Loss: 0.1202 Validation Accuracy: 93.356009% Epoch 18, Batch 195841 -Loss: 0.1066 Validation Accuracy: 93.469388% Epoch 18, Batch 195969 -Loss: 0.1288 Validation Accuracy: 93.469388% Epoch 18, Batch 196097 -Loss: 0.0446 Validation Accuracy: 93.129252% Epoch 18, Batch 196225 -Loss: 0.1422 Validation Accuracy: 93.854875% Epoch 18, Batch 196353 -Loss: 0.1460 Validation Accuracy: 93.038549% Epoch 18, Batch 196481 -Loss: 0.0217 Validation Accuracy: 93.015873% Epoch 18, Batch 196609 -Loss: 0.0812 Validation Accuracy: 93.401361% Epoch 18, Batch 196737 -Loss: 0.1026 Validation Accuracy: 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-Loss: 0.0995 Validation Accuracy: 93.673469% Epoch 18, Batch 198785 -Loss: 0.0743 Validation Accuracy: 94.081633% Epoch 18, Batch 198913 -Loss: 0.0698 Validation Accuracy: 94.195011% Epoch 18, Batch 199041 -Loss: 0.1082 Validation Accuracy: 93.673469% Epoch 18, Batch 199169 -Loss: 0.0912 Validation Accuracy: 94.331066% Epoch 18, Batch 199297 -Loss: 0.0332 Validation Accuracy: 93.696145% Epoch 18, Batch 199425 -Loss: 0.1558 Validation Accuracy: 94.104308% Epoch 18, Batch 199553 -Loss: 0.0661 Validation Accuracy: 93.560091% Epoch 18, Batch 199681 -Loss: 0.0132 Validation Accuracy: 93.718821% Epoch 18, Batch 199809 -Loss: 0.0863 Validation Accuracy: 93.741497% Epoch 18, Batch 199937 -Loss: 0.0201 Validation Accuracy: 93.356009% Epoch 18, Batch 200065 -Loss: 0.0446 Validation Accuracy: 93.424036% Epoch 18, Batch 200193 -Loss: 0.0619 Validation Accuracy: 93.537415% Epoch 18, Batch 200321 -Loss: 0.0613 Validation Accuracy: 93.696145% Epoch 18, Batch 200449 -Loss: 0.0567 Validation Accuracy: 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-Loss: 0.1159 Validation Accuracy: 93.446712% Epoch 18, Batch 202497 -Loss: 0.0547 Validation Accuracy: 93.469388% Epoch 18, Batch 202625 -Loss: 0.1087 Validation Accuracy: 93.129252% Epoch 18, Batch 202753 -Loss: 0.0664 Validation Accuracy: 93.696145% Epoch 18, Batch 202881 -Loss: 0.0887 Validation Accuracy: 93.265306% Epoch 18, Batch 203009 -Loss: 0.0523 Validation Accuracy: 93.877551% Epoch 18, Batch 203137 -Loss: 0.0199 Validation Accuracy: 93.287982% Epoch 18, Batch 203265 -Loss: 0.0374 Validation Accuracy: 93.174603% Epoch 18, Batch 203393 -Loss: 0.1078 Validation Accuracy: 93.151927% Epoch 18, Batch 203521 -Loss: 0.1281 Validation Accuracy: 93.605442% Epoch 18, Batch 203649 -Loss: 0.1827 Validation Accuracy: 93.356009% Epoch 18, Batch 203777 -Loss: 0.0583 Validation Accuracy: 93.582766% Epoch 18, Batch 203905 -Loss: 0.1310 Validation Accuracy: 93.718821% Epoch 18, Batch 204033 -Loss: 0.0872 Validation Accuracy: 93.197279% Epoch 18, Batch 204161 -Loss: 0.1149 Validation Accuracy: 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-Loss: 0.0290 Validation Accuracy: 93.832200% Epoch 18, Batch 206209 -Loss: 0.1050 Validation Accuracy: 93.832200% Epoch 18, Batch 206337 -Loss: 0.0442 Validation Accuracy: 93.265306% Epoch 18, Batch 206465 -Loss: 0.1389 Validation Accuracy: 93.877551% Epoch 18, Batch 206593 -Loss: 0.0630 Validation Accuracy: 93.741497% Epoch 18, Batch 206721 -Loss: 0.0980 Validation Accuracy: 93.718821% Epoch 18, Batch 206849 -Loss: 0.0414 Validation Accuracy: 93.832200% Epoch 18, Batch 206977 -Loss: 0.0905 Validation Accuracy: 93.650794% Epoch 18, Batch 207105 -Loss: 0.1057 Validation Accuracy: 93.832200% Epoch 18, Batch 207233 -Loss: 0.0286 Validation Accuracy: 93.718821% Epoch 18, Batch 207361 -Loss: 0.1059 Validation Accuracy: 93.922903% Epoch 18, Batch 207489 -Loss: 0.1749 Validation Accuracy: 93.174603% Epoch 18, Batch 207617 -Loss: 0.1010 Validation Accuracy: 93.968254% Epoch 18, Batch 207745 -Loss: 0.0862 Validation Accuracy: 93.287982% Epoch 18, Batch 207873 -Loss: 0.0775 Validation Accuracy: 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Validation Accuracy: 93.038549% Epoch 19, Batch 2945 -Loss: 0.0264 Validation Accuracy: 93.015873% Epoch 19, Batch 3073 -Loss: 0.1784 Validation Accuracy: 92.879819% Epoch 19, Batch 3201 -Loss: 0.1514 Validation Accuracy: 92.630385% Epoch 19, Batch 3329 -Loss: 0.0457 Validation Accuracy: 92.834467% Epoch 19, Batch 3457 -Loss: 0.0752 Validation Accuracy: 93.038549% Epoch 19, Batch 3585 -Loss: 0.1612 Validation Accuracy: 92.789116% Epoch 19, Batch 3713 -Loss: 0.0737 Validation Accuracy: 92.811791% Epoch 19, Batch 3841 -Loss: 0.0765 Validation Accuracy: 92.970522% Epoch 19, Batch 3969 -Loss: 0.0573 Validation Accuracy: 92.834467% Epoch 19, Batch 4097 -Loss: 0.0502 Validation Accuracy: 92.857143% Epoch 19, Batch 4225 -Loss: 0.0629 Validation Accuracy: 92.811791% Epoch 19, Batch 4353 -Loss: 0.0700 Validation Accuracy: 93.265306% Epoch 19, Batch 4481 -Loss: 0.1280 Validation Accuracy: 93.129252% Epoch 19, Batch 4609 -Loss: 0.0530 Validation Accuracy: 93.219955% Epoch 19, Batch 4737 -Loss: 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-Loss: 0.1193 Validation Accuracy: 93.287982% Epoch 19, Batch 6785 -Loss: 0.1177 Validation Accuracy: 93.151927% Epoch 19, Batch 6913 -Loss: 0.0488 Validation Accuracy: 93.469388% Epoch 19, Batch 7041 -Loss: 0.1029 Validation Accuracy: 93.061224% Epoch 19, Batch 7169 -Loss: 0.1497 Validation Accuracy: 93.582766% Epoch 19, Batch 7297 -Loss: 0.0639 Validation Accuracy: 93.197279% Epoch 19, Batch 7425 -Loss: 0.0813 Validation Accuracy: 93.696145% Epoch 19, Batch 7553 -Loss: 0.0241 Validation Accuracy: 93.287982% Epoch 19, Batch 7681 -Loss: 0.0644 Validation Accuracy: 93.424036% Epoch 19, Batch 7809 -Loss: 0.0328 Validation Accuracy: 93.015873% Epoch 19, Batch 7937 -Loss: 0.0214 Validation Accuracy: 93.038549% Epoch 19, Batch 8065 -Loss: 0.1466 Validation Accuracy: 92.766440% Epoch 19, Batch 8193 -Loss: 0.0370 Validation Accuracy: 92.743764% Epoch 19, Batch 8321 -Loss: 0.0942 Validation Accuracy: 93.492064% Epoch 19, Batch 8449 -Loss: 0.1714 Validation Accuracy: 93.038549% Epoch 19, Batch 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-Loss: 0.1294 Validation Accuracy: 93.764172% Epoch 19, Batch 14337 -Loss: 0.0899 Validation Accuracy: 93.809524% Epoch 19, Batch 14465 -Loss: 0.0520 Validation Accuracy: 93.582766% Epoch 19, Batch 14593 -Loss: 0.1057 Validation Accuracy: 93.514739% Epoch 19, Batch 14721 -Loss: 0.0382 Validation Accuracy: 93.401361% Epoch 19, Batch 14849 -Loss: 0.1072 Validation Accuracy: 93.605442% Epoch 19, Batch 14977 -Loss: 0.0994 Validation Accuracy: 93.628118% Epoch 19, Batch 15105 -Loss: 0.0555 Validation Accuracy: 93.650794% Epoch 19, Batch 15233 -Loss: 0.1418 Validation Accuracy: 93.968254% Epoch 19, Batch 15361 -Loss: 0.1012 Validation Accuracy: 93.786848% Epoch 19, Batch 15489 -Loss: 0.0791 Validation Accuracy: 93.673469% Epoch 19, Batch 15617 -Loss: 0.0573 Validation Accuracy: 93.356009% Epoch 19, Batch 15745 -Loss: 0.0333 Validation Accuracy: 93.968254% Epoch 19, Batch 15873 -Loss: 0.0638 Validation Accuracy: 93.492064% Epoch 19, Batch 16001 -Loss: 0.0385 Validation Accuracy: 93.356009% 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-Loss: 0.0463 Validation Accuracy: 93.968254% Epoch 19, Batch 25601 -Loss: 0.0562 Validation Accuracy: 93.877551% Epoch 19, Batch 25729 -Loss: 0.0628 Validation Accuracy: 93.378685% Epoch 19, Batch 25857 -Loss: 0.0548 Validation Accuracy: 93.764172% Epoch 19, Batch 25985 -Loss: 0.0692 Validation Accuracy: 92.811791% Epoch 19, Batch 26113 -Loss: 0.0553 Validation Accuracy: 93.537415% Epoch 19, Batch 26241 -Loss: 0.1422 Validation Accuracy: 93.378685% Epoch 19, Batch 26369 -Loss: 0.1274 Validation Accuracy: 93.537415% Epoch 19, Batch 26497 -Loss: 0.0275 Validation Accuracy: 93.106576% Epoch 19, Batch 26625 -Loss: 0.1197 Validation Accuracy: 93.106576% Epoch 19, Batch 26753 -Loss: 0.0322 Validation Accuracy: 93.696145% Epoch 19, Batch 26881 -Loss: 0.1507 Validation Accuracy: 93.922902% Epoch 19, Batch 27009 -Loss: 0.0245 Validation Accuracy: 93.718821% Epoch 19, Batch 27137 -Loss: 0.0503 Validation Accuracy: 93.832200% Epoch 19, Batch 27265 -Loss: 0.0778 Validation Accuracy: 94.308390% 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-Loss: 0.0852 Validation Accuracy: 93.854875% Epoch 19, Batch 31233 -Loss: 0.0644 Validation Accuracy: 93.786848% Epoch 19, Batch 31361 -Loss: 0.1155 Validation Accuracy: 93.968254% Epoch 19, Batch 31489 -Loss: 0.0371 Validation Accuracy: 93.741497% Epoch 19, Batch 31617 -Loss: 0.0343 Validation Accuracy: 93.854875% Epoch 19, Batch 31745 -Loss: 0.0327 Validation Accuracy: 93.560091% Epoch 19, Batch 31873 -Loss: 0.1123 Validation Accuracy: 93.809524% Epoch 19, Batch 32001 -Loss: 0.1167 Validation Accuracy: 93.741497% Epoch 19, Batch 32129 -Loss: 0.0689 Validation Accuracy: 93.514739% Epoch 19, Batch 32257 -Loss: 0.0873 Validation Accuracy: 93.718821% Epoch 19, Batch 32385 -Loss: 0.0750 Validation Accuracy: 93.854875% Epoch 19, Batch 32513 -Loss: 0.0826 Validation Accuracy: 93.764172% Epoch 19, Batch 32641 -Loss: 0.0605 Validation Accuracy: 94.149660% Epoch 19, Batch 32769 -Loss: 0.0664 Validation Accuracy: 93.990930% Epoch 19, Batch 32897 -Loss: 0.1179 Validation Accuracy: 94.126984% 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-Loss: 0.1187 Validation Accuracy: 93.650794% Epoch 19, Batch 36865 -Loss: 0.0816 Validation Accuracy: 93.945578% Epoch 19, Batch 36993 -Loss: 0.1148 Validation Accuracy: 93.877551% Epoch 19, Batch 37121 -Loss: 0.0261 Validation Accuracy: 93.854875% Epoch 19, Batch 37249 -Loss: 0.0750 Validation Accuracy: 94.149660% Epoch 19, Batch 37377 -Loss: 0.0185 Validation Accuracy: 94.172336% Epoch 19, Batch 37505 -Loss: 0.0499 Validation Accuracy: 94.263039% Epoch 19, Batch 37633 -Loss: 0.1043 Validation Accuracy: 94.081633% Epoch 19, Batch 37761 -Loss: 0.0423 Validation Accuracy: 93.922903% Epoch 19, Batch 37889 -Loss: 0.0883 Validation Accuracy: 94.104308% Epoch 19, Batch 38017 -Loss: 0.0433 Validation Accuracy: 93.990930% Epoch 19, Batch 38145 -Loss: 0.1590 Validation Accuracy: 94.195011% Epoch 19, Batch 38273 -Loss: 0.1674 Validation Accuracy: 94.104308% Epoch 19, Batch 38401 -Loss: 0.1151 Validation Accuracy: 94.444444% Epoch 19, Batch 38529 -Loss: 0.1273 Validation Accuracy: 94.353742% 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-Loss: 0.0642 Validation Accuracy: 94.807256% Epoch 19, Batch 42497 -Loss: 0.0231 Validation Accuracy: 94.512472% Epoch 19, Batch 42625 -Loss: 0.0638 Validation Accuracy: 94.331066% Epoch 19, Batch 42753 -Loss: 0.0815 Validation Accuracy: 94.081633% Epoch 19, Batch 42881 -Loss: 0.0282 Validation Accuracy: 94.149660% Epoch 19, Batch 43009 -Loss: 0.0450 Validation Accuracy: 94.081633% Epoch 19, Batch 43137 -Loss: 0.0647 Validation Accuracy: 94.263039% Epoch 19, Batch 43265 -Loss: 0.1520 Validation Accuracy: 94.217687% Epoch 19, Batch 43393 -Loss: 0.0483 Validation Accuracy: 93.877551% Epoch 19, Batch 43521 -Loss: 0.1719 Validation Accuracy: 94.149660% Epoch 19, Batch 43649 -Loss: 0.0870 Validation Accuracy: 93.877551% Epoch 19, Batch 43777 -Loss: 0.0806 Validation Accuracy: 94.104308% Epoch 19, Batch 43905 -Loss: 0.0825 Validation Accuracy: 94.172336% Epoch 19, Batch 44033 -Loss: 0.0600 Validation Accuracy: 94.172336% Epoch 19, Batch 44161 -Loss: 0.0327 Validation Accuracy: 93.854875% 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-Loss: 0.1173 Validation Accuracy: 94.648526% Epoch 19, Batch 53761 -Loss: 0.0512 Validation Accuracy: 94.285714% Epoch 19, Batch 53889 -Loss: 0.0903 Validation Accuracy: 93.990930% Epoch 19, Batch 54017 -Loss: 0.0664 Validation Accuracy: 94.444444% Epoch 19, Batch 54145 -Loss: 0.0359 Validation Accuracy: 94.512472% Epoch 19, Batch 54273 -Loss: 0.1674 Validation Accuracy: 93.877551% Epoch 19, Batch 54401 -Loss: 0.1535 Validation Accuracy: 94.285714% Epoch 19, Batch 54529 -Loss: 0.0245 Validation Accuracy: 94.149660% Epoch 19, Batch 54657 -Loss: 0.1398 Validation Accuracy: 94.240363% Epoch 19, Batch 54785 -Loss: 0.0688 Validation Accuracy: 93.990930% Epoch 19, Batch 54913 -Loss: 0.0776 Validation Accuracy: 94.126984% Epoch 19, Batch 55041 -Loss: 0.0951 Validation Accuracy: 93.900227% Epoch 19, Batch 55169 -Loss: 0.0254 Validation Accuracy: 93.990930% Epoch 19, Batch 55297 -Loss: 0.0491 Validation Accuracy: 93.582766% Epoch 19, Batch 55425 -Loss: 0.0339 Validation Accuracy: 94.535147% 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-Loss: 0.0900 Validation Accuracy: 93.900227% Epoch 19, Batch 65025 -Loss: 0.0475 Validation Accuracy: 94.149660% Epoch 19, Batch 65153 -Loss: 0.0251 Validation Accuracy: 93.945578% Epoch 19, Batch 65281 -Loss: 0.1740 Validation Accuracy: 94.172336% Epoch 19, Batch 65409 -Loss: 0.0758 Validation Accuracy: 94.512472% Epoch 19, Batch 65537 -Loss: 0.0473 Validation Accuracy: 94.421769% Epoch 19, Batch 65665 -Loss: 0.0946 Validation Accuracy: 94.195011% Epoch 19, Batch 65793 -Loss: 0.0537 Validation Accuracy: 93.968254% Epoch 19, Batch 65921 -Loss: 0.0403 Validation Accuracy: 93.832200% Epoch 19, Batch 66049 -Loss: 0.1329 Validation Accuracy: 93.968254% Epoch 19, Batch 66177 -Loss: 0.1566 Validation Accuracy: 93.673469% Epoch 19, Batch 66305 -Loss: 0.0904 Validation Accuracy: 93.945578% Epoch 19, Batch 66433 -Loss: 0.0583 Validation Accuracy: 94.376417% Epoch 19, Batch 66561 -Loss: 0.0842 Validation Accuracy: 94.172336% Epoch 19, Batch 66689 -Loss: 0.1212 Validation Accuracy: 93.877551% 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-Loss: 0.0434 Validation Accuracy: 93.537415% Epoch 19, Batch 70657 -Loss: 0.0771 Validation Accuracy: 94.058957% Epoch 19, Batch 70785 -Loss: 0.1688 Validation Accuracy: 93.900227% Epoch 19, Batch 70913 -Loss: 0.1076 Validation Accuracy: 93.832200% Epoch 19, Batch 71041 -Loss: 0.0795 Validation Accuracy: 93.945578% Epoch 19, Batch 71169 -Loss: 0.0955 Validation Accuracy: 93.809524% Epoch 19, Batch 71297 -Loss: 0.1269 Validation Accuracy: 94.149660% Epoch 19, Batch 71425 -Loss: 0.1479 Validation Accuracy: 93.401361% Epoch 19, Batch 71553 -Loss: 0.1626 Validation Accuracy: 93.990930% Epoch 19, Batch 71681 -Loss: 0.0879 Validation Accuracy: 93.696145% Epoch 19, Batch 71809 -Loss: 0.0479 Validation Accuracy: 93.968254% Epoch 19, Batch 71937 -Loss: 0.1038 Validation Accuracy: 93.673469% Epoch 19, Batch 72065 -Loss: 0.0671 Validation Accuracy: 93.718821% Epoch 19, Batch 72193 -Loss: 0.0164 Validation Accuracy: 93.650794% Epoch 19, Batch 72321 -Loss: 0.0608 Validation Accuracy: 93.832200% 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-Loss: 0.0661 Validation Accuracy: 94.036281% Epoch 19, Batch 81921 -Loss: 0.1163 Validation Accuracy: 93.945578% Epoch 19, Batch 82049 -Loss: 0.1563 Validation Accuracy: 94.081633% Epoch 19, Batch 82177 -Loss: 0.0465 Validation Accuracy: 94.126984% Epoch 19, Batch 82305 -Loss: 0.0771 Validation Accuracy: 93.537415% Epoch 19, Batch 82433 -Loss: 0.0701 Validation Accuracy: 93.741497% Epoch 19, Batch 82561 -Loss: 0.0806 Validation Accuracy: 93.832200% Epoch 19, Batch 82689 -Loss: 0.0505 Validation Accuracy: 93.310658% Epoch 19, Batch 82817 -Loss: 0.0848 Validation Accuracy: 93.764172% Epoch 19, Batch 82945 -Loss: 0.0335 Validation Accuracy: 93.582766% Epoch 19, Batch 83073 -Loss: 0.1220 Validation Accuracy: 93.877551% Epoch 19, Batch 83201 -Loss: 0.0940 Validation Accuracy: 93.650794% Epoch 19, Batch 83329 -Loss: 0.1689 Validation Accuracy: 93.854875% Epoch 19, Batch 83457 -Loss: 0.0999 Validation Accuracy: 93.877551% Epoch 19, Batch 83585 -Loss: 0.1083 Validation Accuracy: 93.809524% 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-Loss: 0.0336 Validation Accuracy: 93.832200% Epoch 19, Batch 87553 -Loss: 0.0680 Validation Accuracy: 93.650794% Epoch 19, Batch 87681 -Loss: 0.1005 Validation Accuracy: 93.650794% Epoch 19, Batch 87809 -Loss: 0.1486 Validation Accuracy: 94.172336% Epoch 19, Batch 87937 -Loss: 0.0923 Validation Accuracy: 93.968254% Epoch 19, Batch 88065 -Loss: 0.0661 Validation Accuracy: 94.036281% Epoch 19, Batch 88193 -Loss: 0.0162 Validation Accuracy: 93.832200% Epoch 19, Batch 88321 -Loss: 0.0706 Validation Accuracy: 93.945578% Epoch 19, Batch 88449 -Loss: 0.0774 Validation Accuracy: 93.786848% Epoch 19, Batch 88577 -Loss: 0.0333 Validation Accuracy: 93.650794% Epoch 19, Batch 88705 -Loss: 0.0464 Validation Accuracy: 93.877551% Epoch 19, Batch 88833 -Loss: 0.1694 Validation Accuracy: 93.786848% Epoch 19, Batch 88961 -Loss: 0.0980 Validation Accuracy: 94.308390% Epoch 19, Batch 89089 -Loss: 0.0720 Validation Accuracy: 94.376417% Epoch 19, Batch 89217 -Loss: 0.0231 Validation Accuracy: 94.058957% 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-Loss: 0.1505 Validation Accuracy: 93.854875% Epoch 19, Batch 93185 -Loss: 0.1135 Validation Accuracy: 93.560091% Epoch 19, Batch 93313 -Loss: 0.0423 Validation Accuracy: 93.809524% Epoch 19, Batch 93441 -Loss: 0.1279 Validation Accuracy: 93.990930% Epoch 19, Batch 93569 -Loss: 0.1201 Validation Accuracy: 94.149660% Epoch 19, Batch 93697 -Loss: 0.1104 Validation Accuracy: 93.968254% Epoch 19, Batch 93825 -Loss: 0.0845 Validation Accuracy: 94.331066% Epoch 19, Batch 93953 -Loss: 0.0836 Validation Accuracy: 94.036281% Epoch 19, Batch 94081 -Loss: 0.0646 Validation Accuracy: 94.149660% Epoch 19, Batch 94209 -Loss: 0.0328 Validation Accuracy: 94.013605% Epoch 19, Batch 94337 -Loss: 0.1019 Validation Accuracy: 94.421769% Epoch 19, Batch 94465 -Loss: 0.0707 Validation Accuracy: 94.263039% Epoch 19, Batch 94593 -Loss: 0.0586 Validation Accuracy: 94.353742% Epoch 19, Batch 94721 -Loss: 0.0191 Validation Accuracy: 94.308390% Epoch 19, Batch 94849 -Loss: 0.0715 Validation Accuracy: 94.444444% 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-Loss: 0.0822 Validation Accuracy: 94.693878% Epoch 19, Batch 102529 -Loss: 0.0464 Validation Accuracy: 94.671202% Epoch 19, Batch 102657 -Loss: 0.0601 Validation Accuracy: 94.671202% Epoch 19, Batch 102785 -Loss: 0.0903 Validation Accuracy: 94.149660% Epoch 19, Batch 102913 -Loss: 0.0577 Validation Accuracy: 94.353741% Epoch 19, Batch 103041 -Loss: 0.0562 Validation Accuracy: 94.920635% Epoch 19, Batch 103169 -Loss: 0.2011 Validation Accuracy: 94.104308% Epoch 19, Batch 103297 -Loss: 0.1191 Validation Accuracy: 94.693878% Epoch 19, Batch 103425 -Loss: 0.0457 Validation Accuracy: 94.285714% Epoch 19, Batch 103553 -Loss: 0.0333 Validation Accuracy: 94.489796% Epoch 19, Batch 103681 -Loss: 0.0274 Validation Accuracy: 94.739229% Epoch 19, Batch 103809 -Loss: 0.0767 Validation Accuracy: 94.399093% Epoch 19, Batch 103937 -Loss: 0.1655 Validation Accuracy: 94.535147% Epoch 19, Batch 104065 -Loss: 0.0931 Validation Accuracy: 94.399093% Epoch 19, Batch 104193 -Loss: 0.0863 Validation Accuracy: 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-Loss: 0.1217 Validation Accuracy: 94.172336% Epoch 19, Batch 106241 -Loss: 0.0647 Validation Accuracy: 93.673469% Epoch 19, Batch 106369 -Loss: 0.1083 Validation Accuracy: 93.900227% Epoch 19, Batch 106497 -Loss: 0.0743 Validation Accuracy: 94.263039% Epoch 19, Batch 106625 -Loss: 0.1017 Validation Accuracy: 94.036281% Epoch 19, Batch 106753 -Loss: 0.0601 Validation Accuracy: 93.900227% Epoch 19, Batch 106881 -Loss: 0.0273 Validation Accuracy: 94.489796% Epoch 19, Batch 107009 -Loss: 0.0963 Validation Accuracy: 94.331066% Epoch 19, Batch 107137 -Loss: 0.2201 Validation Accuracy: 94.217687% Epoch 19, Batch 107265 -Loss: 0.0450 Validation Accuracy: 94.013605% Epoch 19, Batch 107393 -Loss: 0.0459 Validation Accuracy: 94.104308% Epoch 19, Batch 107521 -Loss: 0.0860 Validation Accuracy: 94.331066% Epoch 19, Batch 107649 -Loss: 0.0663 Validation Accuracy: 94.263039% Epoch 19, Batch 107777 -Loss: 0.0252 Validation Accuracy: 94.126984% Epoch 19, Batch 107905 -Loss: 0.0303 Validation Accuracy: 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-Loss: 0.0415 Validation Accuracy: 93.537415% Epoch 19, Batch 109953 -Loss: 0.1245 Validation Accuracy: 93.968254% Epoch 19, Batch 110081 -Loss: 0.0679 Validation Accuracy: 94.126984% Epoch 19, Batch 110209 -Loss: 0.1202 Validation Accuracy: 93.922903% Epoch 19, Batch 110337 -Loss: 0.0244 Validation Accuracy: 93.015873% Epoch 19, Batch 110465 -Loss: 0.1002 Validation Accuracy: 93.560091% Epoch 19, Batch 110593 -Loss: 0.0533 Validation Accuracy: 93.446712% Epoch 19, Batch 110721 -Loss: 0.0190 Validation Accuracy: 93.537415% Epoch 19, Batch 110849 -Loss: 0.1232 Validation Accuracy: 93.628118% Epoch 19, Batch 110977 -Loss: 0.0354 Validation Accuracy: 92.970522% Epoch 19, Batch 111105 -Loss: 0.0680 Validation Accuracy: 93.469388% Epoch 19, Batch 111233 -Loss: 0.0616 Validation Accuracy: 93.560091% Epoch 19, Batch 111361 -Loss: 0.0665 Validation Accuracy: 93.514739% Epoch 19, Batch 111489 -Loss: 0.0661 Validation Accuracy: 94.013605% Epoch 19, Batch 111617 -Loss: 0.0770 Validation Accuracy: 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-Loss: 0.0938 Validation Accuracy: 93.673469% Epoch 19, Batch 113665 -Loss: 0.0949 Validation Accuracy: 93.854875% Epoch 19, Batch 113793 -Loss: 0.0795 Validation Accuracy: 93.310658% Epoch 19, Batch 113921 -Loss: 0.0174 Validation Accuracy: 93.378685% Epoch 19, Batch 114049 -Loss: 0.0410 Validation Accuracy: 93.560091% Epoch 19, Batch 114177 -Loss: 0.0705 Validation Accuracy: 93.673469% Epoch 19, Batch 114305 -Loss: 0.0644 Validation Accuracy: 93.809524% Epoch 19, Batch 114433 -Loss: 0.0260 Validation Accuracy: 93.424036% Epoch 19, Batch 114561 -Loss: 0.0372 Validation Accuracy: 93.786848% Epoch 19, Batch 114689 -Loss: 0.0615 Validation Accuracy: 93.356009% Epoch 19, Batch 114817 -Loss: 0.0548 Validation Accuracy: 93.832200% Epoch 19, Batch 114945 -Loss: 0.0655 Validation Accuracy: 93.832200% Epoch 19, Batch 115073 -Loss: 0.0896 Validation Accuracy: 93.333333% Epoch 19, Batch 115201 -Loss: 0.1752 Validation Accuracy: 93.582766% Epoch 19, Batch 115329 -Loss: 0.0673 Validation Accuracy: 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-Loss: 0.0577 Validation Accuracy: 93.560091% Epoch 19, Batch 117377 -Loss: 0.0252 Validation Accuracy: 93.650794% Epoch 19, Batch 117505 -Loss: 0.1191 Validation Accuracy: 93.990930% Epoch 19, Batch 117633 -Loss: 0.0964 Validation Accuracy: 93.764172% Epoch 19, Batch 117761 -Loss: 0.1909 Validation Accuracy: 93.764172% Epoch 19, Batch 117889 -Loss: 0.0934 Validation Accuracy: 93.854875% Epoch 19, Batch 118017 -Loss: 0.0942 Validation Accuracy: 94.285714% Epoch 19, Batch 118145 -Loss: 0.0994 Validation Accuracy: 93.764172% Epoch 19, Batch 118273 -Loss: 0.0737 Validation Accuracy: 94.126984% Epoch 19, Batch 118401 -Loss: 0.0171 Validation Accuracy: 94.240363% Epoch 19, Batch 118529 -Loss: 0.0689 Validation Accuracy: 94.195011% Epoch 19, Batch 118657 -Loss: 0.1410 Validation Accuracy: 94.353742% Epoch 19, Batch 118785 -Loss: 0.1146 Validation Accuracy: 94.761905% Epoch 19, Batch 118913 -Loss: 0.1128 Validation Accuracy: 94.376417% Epoch 19, Batch 119041 -Loss: 0.0588 Validation Accuracy: 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-Loss: 0.0761 Validation Accuracy: 94.217687% Epoch 19, Batch 121089 -Loss: 0.1507 Validation Accuracy: 94.353742% Epoch 19, Batch 121217 -Loss: 0.0881 Validation Accuracy: 94.081633% Epoch 19, Batch 121345 -Loss: 0.1104 Validation Accuracy: 94.195011% Epoch 19, Batch 121473 -Loss: 0.1062 Validation Accuracy: 94.149660% Epoch 19, Batch 121601 -Loss: 0.0505 Validation Accuracy: 94.217687% Epoch 19, Batch 121729 -Loss: 0.0483 Validation Accuracy: 94.217687% Epoch 19, Batch 121857 -Loss: 0.0781 Validation Accuracy: 94.195011% Epoch 19, Batch 121985 -Loss: 0.1604 Validation Accuracy: 93.945578% Epoch 19, Batch 122113 -Loss: 0.0991 Validation Accuracy: 94.104308% Epoch 19, Batch 122241 -Loss: 0.0403 Validation Accuracy: 93.786848% Epoch 19, Batch 122369 -Loss: 0.0763 Validation Accuracy: 94.399093% Epoch 19, Batch 122497 -Loss: 0.0635 Validation Accuracy: 94.353742% Epoch 19, Batch 122625 -Loss: 0.0998 Validation Accuracy: 94.353742% Epoch 19, Batch 122753 -Loss: 0.0974 Validation Accuracy: 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-Loss: 0.1066 Validation Accuracy: 94.399093% Epoch 19, Batch 124801 -Loss: 0.1415 Validation Accuracy: 94.308390% Epoch 19, Batch 124929 -Loss: 0.0172 Validation Accuracy: 93.990930% Epoch 19, Batch 125057 -Loss: 0.0606 Validation Accuracy: 94.263039% Epoch 19, Batch 125185 -Loss: 0.0285 Validation Accuracy: 93.741497% Epoch 19, Batch 125313 -Loss: 0.1768 Validation Accuracy: 94.149660% Epoch 19, Batch 125441 -Loss: 0.0799 Validation Accuracy: 93.628118% Epoch 19, Batch 125569 -Loss: 0.0707 Validation Accuracy: 93.922902% Epoch 19, Batch 125697 -Loss: 0.0135 Validation Accuracy: 93.922902% Epoch 19, Batch 125825 -Loss: 0.0648 Validation Accuracy: 93.718821% Epoch 19, Batch 125953 -Loss: 0.0266 Validation Accuracy: 93.854875% Epoch 19, Batch 126081 -Loss: 0.0373 Validation Accuracy: 93.832200% Epoch 19, Batch 126209 -Loss: 0.0641 Validation Accuracy: 93.764172% Epoch 19, Batch 126337 -Loss: 0.0295 Validation Accuracy: 93.333333% Epoch 19, Batch 126465 -Loss: 0.1055 Validation Accuracy: 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-Loss: 0.1316 Validation Accuracy: 93.673469% Epoch 19, Batch 128513 -Loss: 0.0231 Validation Accuracy: 93.582766% Epoch 19, Batch 128641 -Loss: 0.1237 Validation Accuracy: 93.696145% Epoch 19, Batch 128769 -Loss: 0.0881 Validation Accuracy: 93.877551% Epoch 19, Batch 128897 -Loss: 0.0653 Validation Accuracy: 94.058957% Epoch 19, Batch 129025 -Loss: 0.1038 Validation Accuracy: 93.854875% Epoch 19, Batch 129153 -Loss: 0.0807 Validation Accuracy: 93.582766% Epoch 19, Batch 129281 -Loss: 0.0395 Validation Accuracy: 93.514739% Epoch 19, Batch 129409 -Loss: 0.2292 Validation Accuracy: 93.900227% Epoch 19, Batch 129537 -Loss: 0.1435 Validation Accuracy: 93.809524% Epoch 19, Batch 129665 -Loss: 0.1320 Validation Accuracy: 93.990930% Epoch 19, Batch 129793 -Loss: 0.1677 Validation Accuracy: 93.446712% Epoch 19, Batch 129921 -Loss: 0.1228 Validation Accuracy: 93.582766% Epoch 19, Batch 130049 -Loss: 0.1041 Validation Accuracy: 93.764172% Epoch 19, Batch 130177 -Loss: 0.1777 Validation Accuracy: 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-Loss: 0.0614 Validation Accuracy: 93.469388% Epoch 19, Batch 132225 -Loss: 0.0132 Validation Accuracy: 93.560091% Epoch 19, Batch 132353 -Loss: 0.1079 Validation Accuracy: 94.263039% Epoch 19, Batch 132481 -Loss: 0.0800 Validation Accuracy: 93.560091% Epoch 19, Batch 132609 -Loss: 0.1106 Validation Accuracy: 93.582766% Epoch 19, Batch 132737 -Loss: 0.2346 Validation Accuracy: 93.809524% Epoch 19, Batch 132865 -Loss: 0.0522 Validation Accuracy: 93.718821% Epoch 19, Batch 132993 -Loss: 0.0539 Validation Accuracy: 93.764172% Epoch 19, Batch 133121 -Loss: 0.0854 Validation Accuracy: 93.922902% Epoch 19, Batch 133249 -Loss: 0.0615 Validation Accuracy: 93.378685% Epoch 19, Batch 133377 -Loss: 0.0797 Validation Accuracy: 93.560091% Epoch 19, Batch 133505 -Loss: 0.1017 Validation Accuracy: 93.900227% Epoch 19, Batch 133633 -Loss: 0.0377 Validation Accuracy: 93.424036% Epoch 19, Batch 133761 -Loss: 0.1694 Validation Accuracy: 93.129252% Epoch 19, Batch 133889 -Loss: 0.1085 Validation Accuracy: 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-Loss: 0.0892 Validation Accuracy: 94.013605% Epoch 19, Batch 135937 -Loss: 0.0749 Validation Accuracy: 93.809524% Epoch 19, Batch 136065 -Loss: 0.0643 Validation Accuracy: 94.036281% Epoch 19, Batch 136193 -Loss: 0.0577 Validation Accuracy: 94.217687% Epoch 19, Batch 136321 -Loss: 0.1614 Validation Accuracy: 94.058957% Epoch 19, Batch 136449 -Loss: 0.0306 Validation Accuracy: 93.809524% Epoch 19, Batch 136577 -Loss: 0.0559 Validation Accuracy: 94.104308% Epoch 19, Batch 136705 -Loss: 0.0438 Validation Accuracy: 94.104308% Epoch 19, Batch 136833 -Loss: 0.0743 Validation Accuracy: 94.126984% Epoch 19, Batch 136961 -Loss: 0.0654 Validation Accuracy: 93.854875% Epoch 19, Batch 137089 -Loss: 0.0454 Validation Accuracy: 94.013605% Epoch 19, Batch 137217 -Loss: 0.1246 Validation Accuracy: 93.673469% Epoch 19, Batch 137345 -Loss: 0.0383 Validation Accuracy: 93.741497% Epoch 19, Batch 137473 -Loss: 0.0995 Validation Accuracy: 94.217687% Epoch 19, Batch 137601 -Loss: 0.1271 Validation Accuracy: 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-Loss: 0.1170 Validation Accuracy: 93.809524% Epoch 19, Batch 139649 -Loss: 0.1212 Validation Accuracy: 94.013605% Epoch 19, Batch 139777 -Loss: 0.0335 Validation Accuracy: 93.786848% Epoch 19, Batch 139905 -Loss: 0.0567 Validation Accuracy: 93.877551% Epoch 19, Batch 140033 -Loss: 0.0544 Validation Accuracy: 94.081633% Epoch 19, Batch 140161 -Loss: 0.0538 Validation Accuracy: 94.353742% Epoch 19, Batch 140289 -Loss: 0.0653 Validation Accuracy: 94.013605% Epoch 19, Batch 140417 -Loss: 0.0167 Validation Accuracy: 94.081633% Epoch 19, Batch 140545 -Loss: 0.0753 Validation Accuracy: 94.058957% Epoch 19, Batch 140673 -Loss: 0.0415 Validation Accuracy: 93.832200% Epoch 19, Batch 140801 -Loss: 0.0291 Validation Accuracy: 94.149660% Epoch 19, Batch 140929 -Loss: 0.0613 Validation Accuracy: 93.990930% Epoch 19, Batch 141057 -Loss: 0.0495 Validation Accuracy: 93.854875% Epoch 19, Batch 141185 -Loss: 0.0299 Validation Accuracy: 93.786848% Epoch 19, Batch 141313 -Loss: 0.1199 Validation Accuracy: 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-Loss: 0.0490 Validation Accuracy: 93.900227% Epoch 19, Batch 143361 -Loss: 0.0823 Validation Accuracy: 94.013605% Epoch 19, Batch 143489 -Loss: 0.0797 Validation Accuracy: 93.741497% Epoch 19, Batch 143617 -Loss: 0.0859 Validation Accuracy: 93.990930% Epoch 19, Batch 143745 -Loss: 0.0980 Validation Accuracy: 94.149660% Epoch 19, Batch 143873 -Loss: 0.0597 Validation Accuracy: 94.081633% Epoch 19, Batch 144001 -Loss: 0.1257 Validation Accuracy: 94.149660% Epoch 19, Batch 144129 -Loss: 0.0430 Validation Accuracy: 93.832200% Epoch 19, Batch 144257 -Loss: 0.0747 Validation Accuracy: 94.308390% Epoch 19, Batch 144385 -Loss: 0.0768 Validation Accuracy: 94.126984% Epoch 19, Batch 144513 -Loss: 0.0238 Validation Accuracy: 94.172336% Epoch 19, Batch 144641 -Loss: 0.0558 Validation Accuracy: 94.535147% Epoch 19, Batch 144769 -Loss: 0.0250 Validation Accuracy: 93.673469% Epoch 19, Batch 144897 -Loss: 0.1043 Validation Accuracy: 94.013605% Epoch 19, Batch 145025 -Loss: 0.1054 Validation Accuracy: 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-Loss: 0.0405 Validation Accuracy: 94.467120% Epoch 19, Batch 147073 -Loss: 0.0278 Validation Accuracy: 93.560091% Epoch 19, Batch 147201 -Loss: 0.0859 Validation Accuracy: 94.376417% Epoch 19, Batch 147329 -Loss: 0.1097 Validation Accuracy: 93.854875% Epoch 19, Batch 147457 -Loss: 0.0605 Validation Accuracy: 93.922903% Epoch 19, Batch 147585 -Loss: 0.0582 Validation Accuracy: 94.036281% Epoch 19, Batch 147713 -Loss: 0.1248 Validation Accuracy: 93.854875% Epoch 19, Batch 147841 -Loss: 0.0729 Validation Accuracy: 93.990930% Epoch 19, Batch 147969 -Loss: 0.0346 Validation Accuracy: 94.263039% Epoch 19, Batch 148097 -Loss: 0.1194 Validation Accuracy: 94.308390% Epoch 19, Batch 148225 -Loss: 0.0574 Validation Accuracy: 93.741497% Epoch 19, Batch 148353 -Loss: 0.0796 Validation Accuracy: 94.444444% Epoch 19, Batch 148481 -Loss: 0.1013 Validation Accuracy: 94.512472% Epoch 19, Batch 148609 -Loss: 0.0834 Validation Accuracy: 94.331066% Epoch 19, Batch 148737 -Loss: 0.0126 Validation Accuracy: 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-Loss: 0.0191 Validation Accuracy: 93.900227% Epoch 19, Batch 150785 -Loss: 0.0550 Validation Accuracy: 93.741497% Epoch 19, Batch 150913 -Loss: 0.0258 Validation Accuracy: 93.900227% Epoch 19, Batch 151041 -Loss: 0.1409 Validation Accuracy: 94.285714% Epoch 19, Batch 151169 -Loss: 0.1007 Validation Accuracy: 93.673469% Epoch 19, Batch 151297 -Loss: 0.0783 Validation Accuracy: 93.945578% Epoch 19, Batch 151425 -Loss: 0.0141 Validation Accuracy: 93.605442% Epoch 19, Batch 151553 -Loss: 0.1007 Validation Accuracy: 94.353742% Epoch 19, Batch 151681 -Loss: 0.0465 Validation Accuracy: 93.945578% Epoch 19, Batch 151809 -Loss: 0.0678 Validation Accuracy: 93.945578% Epoch 19, Batch 151937 -Loss: 0.1106 Validation Accuracy: 94.058957% Epoch 19, Batch 152065 -Loss: 0.1218 Validation Accuracy: 93.854875% Epoch 19, Batch 152193 -Loss: 0.0434 Validation Accuracy: 94.081633% Epoch 19, Batch 152321 -Loss: 0.0366 Validation Accuracy: 94.036281% Epoch 19, Batch 152449 -Loss: 0.1655 Validation Accuracy: 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-Loss: 0.1150 Validation Accuracy: 93.650794% Epoch 19, Batch 154497 -Loss: 0.0914 Validation Accuracy: 93.854875% Epoch 19, Batch 154625 -Loss: 0.0575 Validation Accuracy: 93.605442% Epoch 19, Batch 154753 -Loss: 0.0990 Validation Accuracy: 93.832200% Epoch 19, Batch 154881 -Loss: 0.1035 Validation Accuracy: 93.537415% Epoch 19, Batch 155009 -Loss: 0.0908 Validation Accuracy: 93.424036% Epoch 19, Batch 155137 -Loss: 0.1475 Validation Accuracy: 93.628118% Epoch 19, Batch 155265 -Loss: 0.0449 Validation Accuracy: 93.514739% Epoch 19, Batch 155393 -Loss: 0.1718 Validation Accuracy: 93.650794% Epoch 19, Batch 155521 -Loss: 0.1664 Validation Accuracy: 94.036281% Epoch 19, Batch 155649 -Loss: 0.0782 Validation Accuracy: 93.786848% Epoch 19, Batch 155777 -Loss: 0.0388 Validation Accuracy: 93.900227% Epoch 19, Batch 155905 -Loss: 0.0401 Validation Accuracy: 93.809524% Epoch 19, Batch 156033 -Loss: 0.1141 Validation Accuracy: 94.058957% Epoch 19, Batch 156161 -Loss: 0.1333 Validation Accuracy: 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-Loss: 0.1462 Validation Accuracy: 94.081633% Epoch 19, Batch 158209 -Loss: 0.0928 Validation Accuracy: 93.945578% Epoch 19, Batch 158337 -Loss: 0.0568 Validation Accuracy: 94.240363% Epoch 19, Batch 158465 -Loss: 0.0976 Validation Accuracy: 94.126984% Epoch 19, Batch 158593 -Loss: 0.1150 Validation Accuracy: 94.217687% Epoch 19, Batch 158721 -Loss: 0.0615 Validation Accuracy: 93.786848% Epoch 19, Batch 158849 -Loss: 0.0361 Validation Accuracy: 93.809524% Epoch 19, Batch 158977 -Loss: 0.1092 Validation Accuracy: 93.877551% Epoch 19, Batch 159105 -Loss: 0.0854 Validation Accuracy: 93.741497% Epoch 19, Batch 159233 -Loss: 0.0328 Validation Accuracy: 93.945578% Epoch 19, Batch 159361 -Loss: 0.0102 Validation Accuracy: 94.036281% Epoch 19, Batch 159489 -Loss: 0.0608 Validation Accuracy: 93.650794% Epoch 19, Batch 159617 -Loss: 0.0279 Validation Accuracy: 93.832200% Epoch 19, Batch 159745 -Loss: 0.0469 Validation Accuracy: 93.968254% Epoch 19, Batch 159873 -Loss: 0.0878 Validation Accuracy: 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-Loss: 0.0865 Validation Accuracy: 94.285714% Epoch 19, Batch 161921 -Loss: 0.1223 Validation Accuracy: 94.399093% Epoch 19, Batch 162049 -Loss: 0.0931 Validation Accuracy: 94.625850% Epoch 19, Batch 162177 -Loss: 0.0433 Validation Accuracy: 94.149660% Epoch 19, Batch 162305 -Loss: 0.0825 Validation Accuracy: 94.331066% Epoch 19, Batch 162433 -Loss: 0.0813 Validation Accuracy: 94.512472% Epoch 19, Batch 162561 -Loss: 0.0178 Validation Accuracy: 94.058957% Epoch 19, Batch 162689 -Loss: 0.0647 Validation Accuracy: 93.741497% Epoch 19, Batch 162817 -Loss: 0.0239 Validation Accuracy: 94.195011% Epoch 19, Batch 162945 -Loss: 0.0542 Validation Accuracy: 94.467120% Epoch 19, Batch 163073 -Loss: 0.0757 Validation Accuracy: 93.990930% Epoch 19, Batch 163201 -Loss: 0.0267 Validation Accuracy: 94.376417% Epoch 19, Batch 163329 -Loss: 0.1302 Validation Accuracy: 93.900227% Epoch 19, Batch 163457 -Loss: 0.0986 Validation Accuracy: 94.149660% Epoch 19, Batch 163585 -Loss: 0.0773 Validation Accuracy: 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-Loss: 0.0512 Validation Accuracy: 93.900227% Epoch 19, Batch 165633 -Loss: 0.1188 Validation Accuracy: 93.741497% Epoch 19, Batch 165761 -Loss: 0.0769 Validation Accuracy: 93.764172% Epoch 19, Batch 165889 -Loss: 0.0978 Validation Accuracy: 94.013605% Epoch 19, Batch 166017 -Loss: 0.0779 Validation Accuracy: 93.628118% Epoch 19, Batch 166145 -Loss: 0.0668 Validation Accuracy: 93.900227% Epoch 19, Batch 166273 -Loss: 0.0751 Validation Accuracy: 93.877551% Epoch 19, Batch 166401 -Loss: 0.1697 Validation Accuracy: 93.174603% Epoch 19, Batch 166529 -Loss: 0.0447 Validation Accuracy: 93.356009% Epoch 19, Batch 166657 -Loss: 0.0308 Validation Accuracy: 93.356009% Epoch 19, Batch 166785 -Loss: 0.1114 Validation Accuracy: 93.582766% Epoch 19, Batch 166913 -Loss: 0.2084 Validation Accuracy: 93.038549% Epoch 19, Batch 167041 -Loss: 0.0639 Validation Accuracy: 93.287982% Epoch 19, Batch 167169 -Loss: 0.0437 Validation Accuracy: 93.242630% Epoch 19, Batch 167297 -Loss: 0.0692 Validation Accuracy: 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-Loss: 0.0494 Validation Accuracy: 93.945578% Epoch 19, Batch 169345 -Loss: 0.0191 Validation Accuracy: 94.444444% Epoch 19, Batch 169473 -Loss: 0.0703 Validation Accuracy: 94.376417% Epoch 19, Batch 169601 -Loss: 0.0338 Validation Accuracy: 94.285714% Epoch 19, Batch 169729 -Loss: 0.0587 Validation Accuracy: 94.013605% Epoch 19, Batch 169857 -Loss: 0.0934 Validation Accuracy: 93.673469% Epoch 19, Batch 169985 -Loss: 0.0905 Validation Accuracy: 94.013605% Epoch 19, Batch 170113 -Loss: 0.0389 Validation Accuracy: 93.718821% Epoch 19, Batch 170241 -Loss: 0.0484 Validation Accuracy: 94.036281% Epoch 19, Batch 170369 -Loss: 0.0452 Validation Accuracy: 94.331066% Epoch 19, Batch 170497 -Loss: 0.1629 Validation Accuracy: 94.081633% Epoch 19, Batch 170625 -Loss: 0.0754 Validation Accuracy: 94.126984% Epoch 19, Batch 170753 -Loss: 0.1301 Validation Accuracy: 93.877551% Epoch 19, Batch 170881 -Loss: 0.0437 Validation Accuracy: 94.376417% Epoch 19, Batch 171009 -Loss: 0.0649 Validation Accuracy: 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-Loss: 0.0649 Validation Accuracy: 93.492064% Epoch 19, Batch 173057 -Loss: 0.0817 Validation Accuracy: 93.560091% Epoch 19, Batch 173185 -Loss: 0.1189 Validation Accuracy: 93.356009% Epoch 19, Batch 173313 -Loss: 0.0794 Validation Accuracy: 93.764172% Epoch 19, Batch 173441 -Loss: 0.0302 Validation Accuracy: 93.832200% Epoch 19, Batch 173569 -Loss: 0.1111 Validation Accuracy: 93.310658% Epoch 19, Batch 173697 -Loss: 0.1470 Validation Accuracy: 93.560091% Epoch 19, Batch 173825 -Loss: 0.0382 Validation Accuracy: 93.560091% Epoch 19, Batch 173953 -Loss: 0.0604 Validation Accuracy: 93.990930% Epoch 19, Batch 174081 -Loss: 0.0106 Validation Accuracy: 93.832200% Epoch 19, Batch 174209 -Loss: 0.0395 Validation Accuracy: 93.401361% Epoch 19, Batch 174337 -Loss: 0.0992 Validation Accuracy: 93.718821% Epoch 19, Batch 174465 -Loss: 0.0475 Validation Accuracy: 94.013605% Epoch 19, Batch 174593 -Loss: 0.0334 Validation Accuracy: 93.560091% Epoch 19, Batch 174721 -Loss: 0.0785 Validation Accuracy: 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-Loss: 0.0884 Validation Accuracy: 93.718821% Epoch 19, Batch 176769 -Loss: 0.0453 Validation Accuracy: 94.353741% Epoch 19, Batch 176897 -Loss: 0.0393 Validation Accuracy: 93.832200% Epoch 19, Batch 177025 -Loss: 0.0281 Validation Accuracy: 93.968254% Epoch 19, Batch 177153 -Loss: 0.0644 Validation Accuracy: 93.356009% Epoch 19, Batch 177281 -Loss: 0.1693 Validation Accuracy: 93.537415% Epoch 19, Batch 177409 -Loss: 0.0706 Validation Accuracy: 93.900227% Epoch 19, Batch 177537 -Loss: 0.0767 Validation Accuracy: 93.718821% Epoch 19, Batch 177665 -Loss: 0.0332 Validation Accuracy: 93.945578% Epoch 19, Batch 177793 -Loss: 0.1716 Validation Accuracy: 93.582766% Epoch 19, Batch 177921 -Loss: 0.0777 Validation Accuracy: 93.401361% Epoch 19, Batch 178049 -Loss: 0.0399 Validation Accuracy: 93.968254% Epoch 19, Batch 178177 -Loss: 0.1744 Validation Accuracy: 93.582766% Epoch 19, Batch 178305 -Loss: 0.0952 Validation Accuracy: 93.741497% Epoch 19, Batch 178433 -Loss: 0.1102 Validation Accuracy: 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-Loss: 0.1027 Validation Accuracy: 93.922903% Epoch 19, Batch 180481 -Loss: 0.0298 Validation Accuracy: 93.854875% Epoch 19, Batch 180609 -Loss: 0.0468 Validation Accuracy: 93.605442% Epoch 19, Batch 180737 -Loss: 0.0864 Validation Accuracy: 93.537415% Epoch 19, Batch 180865 -Loss: 0.1052 Validation Accuracy: 93.786848% Epoch 19, Batch 180993 -Loss: 0.0595 Validation Accuracy: 93.922903% Epoch 19, Batch 181121 -Loss: 0.0415 Validation Accuracy: 93.990930% Epoch 19, Batch 181249 -Loss: 0.0206 Validation Accuracy: 93.537415% Epoch 19, Batch 181377 -Loss: 0.0392 Validation Accuracy: 93.650794% Epoch 19, Batch 181505 -Loss: 0.0184 Validation Accuracy: 93.696145% Epoch 19, Batch 181633 -Loss: 0.0578 Validation Accuracy: 93.741497% Epoch 19, Batch 181761 -Loss: 0.0926 Validation Accuracy: 93.741497% Epoch 19, Batch 181889 -Loss: 0.0743 Validation Accuracy: 94.172336% Epoch 19, Batch 182017 -Loss: 0.0489 Validation Accuracy: 93.832200% Epoch 19, Batch 182145 -Loss: 0.0376 Validation Accuracy: 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-Loss: 0.1660 Validation Accuracy: 93.696145% Epoch 19, Batch 184193 -Loss: 0.0205 Validation Accuracy: 93.401361% Epoch 19, Batch 184321 -Loss: 0.1666 Validation Accuracy: 93.809524% Epoch 19, Batch 184449 -Loss: 0.0696 Validation Accuracy: 93.945578% Epoch 19, Batch 184577 -Loss: 0.1451 Validation Accuracy: 94.036281% Epoch 19, Batch 184705 -Loss: 0.0734 Validation Accuracy: 94.126984% Epoch 19, Batch 184833 -Loss: 0.0587 Validation Accuracy: 93.832200% Epoch 19, Batch 184961 -Loss: 0.1709 Validation Accuracy: 93.605442% Epoch 19, Batch 185089 -Loss: 0.1148 Validation Accuracy: 93.424036% Epoch 19, Batch 185217 -Loss: 0.1438 Validation Accuracy: 93.287982% Epoch 19, Batch 185345 -Loss: 0.1862 Validation Accuracy: 93.560091% Epoch 19, Batch 185473 -Loss: 0.0498 Validation Accuracy: 93.151927% Epoch 19, Batch 185601 -Loss: 0.0663 Validation Accuracy: 93.378685% Epoch 19, Batch 185729 -Loss: 0.1512 Validation Accuracy: 93.537415% Epoch 19, Batch 185857 -Loss: 0.0825 Validation Accuracy: 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-Loss: 0.1415 Validation Accuracy: 93.537415% Epoch 19, Batch 187905 -Loss: 0.0439 Validation Accuracy: 92.993197% Epoch 19, Batch 188033 -Loss: 0.1406 Validation Accuracy: 93.401361% Epoch 19, Batch 188161 -Loss: 0.0552 Validation Accuracy: 93.786848% Epoch 19, Batch 188289 -Loss: 0.0571 Validation Accuracy: 93.151927% Epoch 19, Batch 188417 -Loss: 0.1707 Validation Accuracy: 93.469388% Epoch 19, Batch 188545 -Loss: 0.1054 Validation Accuracy: 93.424036% Epoch 19, Batch 188673 -Loss: 0.0347 Validation Accuracy: 93.786848% Epoch 19, Batch 188801 -Loss: 0.1285 Validation Accuracy: 93.038549% Epoch 19, Batch 188929 -Loss: 0.0502 Validation Accuracy: 93.310658% Epoch 19, Batch 189057 -Loss: 0.0869 Validation Accuracy: 93.424036% Epoch 19, Batch 189185 -Loss: 0.0305 Validation Accuracy: 93.310658% Epoch 19, Batch 189313 -Loss: 0.1040 Validation Accuracy: 93.786848% Epoch 19, Batch 189441 -Loss: 0.0585 Validation Accuracy: 93.446712% Epoch 19, Batch 189569 -Loss: 0.0421 Validation Accuracy: 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-Loss: 0.0399 Validation Accuracy: 93.990930% Epoch 19, Batch 202753 -Loss: 0.0816 Validation Accuracy: 93.968254% Epoch 19, Batch 202881 -Loss: 0.0688 Validation Accuracy: 94.217687% Epoch 19, Batch 203009 -Loss: 0.0538 Validation Accuracy: 94.580499% Epoch 19, Batch 203137 -Loss: 0.1114 Validation Accuracy: 94.240363% Epoch 19, Batch 203265 -Loss: 0.0416 Validation Accuracy: 94.421769% Epoch 19, Batch 203393 -Loss: 0.1664 Validation Accuracy: 94.467120% Epoch 19, Batch 203521 -Loss: 0.0557 Validation Accuracy: 94.739229% Epoch 19, Batch 203649 -Loss: 0.0599 Validation Accuracy: 94.353741% Epoch 19, Batch 203777 -Loss: 0.0315 Validation Accuracy: 94.557823% Epoch 19, Batch 203905 -Loss: 0.1004 Validation Accuracy: 94.058957% Epoch 19, Batch 204033 -Loss: 0.1122 Validation Accuracy: 94.444444% Epoch 19, Batch 204161 -Loss: 0.0731 Validation Accuracy: 94.489796% Epoch 19, Batch 204289 -Loss: 0.0945 Validation Accuracy: 94.263039% Epoch 19, Batch 204417 -Loss: 0.0551 Validation Accuracy: 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-Loss: 0.0475 Validation Accuracy: 94.308390% Epoch 19, Batch 206465 -Loss: 0.1205 Validation Accuracy: 93.900227% Epoch 19, Batch 206593 -Loss: 0.0414 Validation Accuracy: 94.240363% Epoch 19, Batch 206721 -Loss: 0.0899 Validation Accuracy: 94.013605% Epoch 19, Batch 206849 -Loss: 0.0671 Validation Accuracy: 93.718821% Epoch 19, Batch 206977 -Loss: 0.0977 Validation Accuracy: 93.650794% Epoch 19, Batch 207105 -Loss: 0.1371 Validation Accuracy: 93.741497% Epoch 19, Batch 207233 -Loss: 0.1624 Validation Accuracy: 93.968254% Epoch 19, Batch 207361 -Loss: 0.0329 Validation Accuracy: 93.945578% Epoch 19, Batch 207489 -Loss: 0.0998 Validation Accuracy: 93.741497% Epoch 19, Batch 207617 -Loss: 0.0529 Validation Accuracy: 94.126984% Epoch 19, Batch 207745 -Loss: 0.0184 Validation Accuracy: 93.945578% Epoch 19, Batch 207873 -Loss: 0.0988 Validation Accuracy: 94.217687% Epoch 19, Batch 208001 -Loss: 0.1830 Validation Accuracy: 94.058957% Epoch 19, Batch 208129 -Loss: 0.0298 Validation Accuracy: 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-Loss: 0.0701 Validation Accuracy: 94.104308% Epoch 20, Batch 7041 -Loss: 0.0231 Validation Accuracy: 94.013605% Epoch 20, Batch 7169 -Loss: 0.1770 Validation Accuracy: 93.832200% Epoch 20, Batch 7297 -Loss: 0.1346 Validation Accuracy: 94.444444% Epoch 20, Batch 7425 -Loss: 0.0575 Validation Accuracy: 94.399093% Epoch 20, Batch 7553 -Loss: 0.0806 Validation Accuracy: 94.512472% Epoch 20, Batch 7681 -Loss: 0.0389 Validation Accuracy: 94.240363% Epoch 20, Batch 7809 -Loss: 0.0325 Validation Accuracy: 94.308390% Epoch 20, Batch 7937 -Loss: 0.0478 Validation Accuracy: 94.126984% Epoch 20, Batch 8065 -Loss: 0.0370 Validation Accuracy: 94.557823% Epoch 20, Batch 8193 -Loss: 0.0956 Validation Accuracy: 93.945578% Epoch 20, Batch 8321 -Loss: 0.1596 Validation Accuracy: 93.968254% Epoch 20, Batch 8449 -Loss: 0.0580 Validation Accuracy: 93.945578% Epoch 20, Batch 8577 -Loss: 0.0682 Validation Accuracy: 93.968254% Epoch 20, Batch 8705 -Loss: 0.2180 Validation Accuracy: 93.922903% Epoch 20, Batch 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-Loss: 0.0969 Validation Accuracy: 94.058957% Epoch 20, Batch 14593 -Loss: 0.1109 Validation Accuracy: 93.990930% Epoch 20, Batch 14721 -Loss: 0.1185 Validation Accuracy: 94.421769% Epoch 20, Batch 14849 -Loss: 0.0539 Validation Accuracy: 94.081633% Epoch 20, Batch 14977 -Loss: 0.1101 Validation Accuracy: 94.285714% Epoch 20, Batch 15105 -Loss: 0.0502 Validation Accuracy: 94.036281% Epoch 20, Batch 15233 -Loss: 0.1134 Validation Accuracy: 94.421769% Epoch 20, Batch 15361 -Loss: 0.0327 Validation Accuracy: 94.376417% Epoch 20, Batch 15489 -Loss: 0.1404 Validation Accuracy: 94.013605% Epoch 20, Batch 15617 -Loss: 0.1156 Validation Accuracy: 94.399093% Epoch 20, Batch 15745 -Loss: 0.0906 Validation Accuracy: 94.149660% Epoch 20, Batch 15873 -Loss: 0.1459 Validation Accuracy: 94.058957% Epoch 20, Batch 16001 -Loss: 0.1258 Validation Accuracy: 93.877551% Epoch 20, Batch 16129 -Loss: 0.0593 Validation Accuracy: 94.421769% Epoch 20, Batch 16257 -Loss: 0.0774 Validation Accuracy: 94.467120% 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-Loss: 0.0590 Validation Accuracy: 93.922902% Epoch 20, Batch 37121 -Loss: 0.1550 Validation Accuracy: 93.650794% Epoch 20, Batch 37249 -Loss: 0.0579 Validation Accuracy: 94.058957% Epoch 20, Batch 37377 -Loss: 0.1531 Validation Accuracy: 93.922902% Epoch 20, Batch 37505 -Loss: 0.0671 Validation Accuracy: 94.376417% Epoch 20, Batch 37633 -Loss: 0.1285 Validation Accuracy: 94.263039% Epoch 20, Batch 37761 -Loss: 0.1756 Validation Accuracy: 94.013605% Epoch 20, Batch 37889 -Loss: 0.0819 Validation Accuracy: 93.854875% Epoch 20, Batch 38017 -Loss: 0.0554 Validation Accuracy: 94.036281% Epoch 20, Batch 38145 -Loss: 0.0946 Validation Accuracy: 93.832200% Epoch 20, Batch 38273 -Loss: 0.0641 Validation Accuracy: 93.424036% Epoch 20, Batch 38401 -Loss: 0.0629 Validation Accuracy: 93.945578% Epoch 20, Batch 38529 -Loss: 0.0209 Validation Accuracy: 94.081633% Epoch 20, Batch 38657 -Loss: 0.0736 Validation Accuracy: 93.990930% Epoch 20, Batch 38785 -Loss: 0.1061 Validation Accuracy: 94.036281% 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-Loss: 0.0312 Validation Accuracy: 93.945578% Epoch 20, Batch 42753 -Loss: 0.1037 Validation Accuracy: 93.537415% Epoch 20, Batch 42881 -Loss: 0.0607 Validation Accuracy: 93.582766% Epoch 20, Batch 43009 -Loss: 0.0536 Validation Accuracy: 93.764172% Epoch 20, Batch 43137 -Loss: 0.1971 Validation Accuracy: 93.446712% Epoch 20, Batch 43265 -Loss: 0.0278 Validation Accuracy: 93.560091% Epoch 20, Batch 43393 -Loss: 0.1556 Validation Accuracy: 93.446712% Epoch 20, Batch 43521 -Loss: 0.0812 Validation Accuracy: 93.673469% Epoch 20, Batch 43649 -Loss: 0.0903 Validation Accuracy: 93.446712% Epoch 20, Batch 43777 -Loss: 0.0545 Validation Accuracy: 93.310658% Epoch 20, Batch 43905 -Loss: 0.0313 Validation Accuracy: 93.786848% Epoch 20, Batch 44033 -Loss: 0.1062 Validation Accuracy: 93.809524% Epoch 20, Batch 44161 -Loss: 0.0849 Validation Accuracy: 93.424036% Epoch 20, Batch 44289 -Loss: 0.0434 Validation Accuracy: 93.945578% Epoch 20, Batch 44417 -Loss: 0.0709 Validation Accuracy: 93.741497% 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-Loss: 0.0302 Validation Accuracy: 94.421769% Epoch 20, Batch 48385 -Loss: 0.0852 Validation Accuracy: 94.104308% Epoch 20, Batch 48513 -Loss: 0.1150 Validation Accuracy: 93.968254% Epoch 20, Batch 48641 -Loss: 0.1881 Validation Accuracy: 94.285714% Epoch 20, Batch 48769 -Loss: 0.0652 Validation Accuracy: 94.263039% Epoch 20, Batch 48897 -Loss: 0.0359 Validation Accuracy: 93.900227% Epoch 20, Batch 49025 -Loss: 0.0533 Validation Accuracy: 94.421769% Epoch 20, Batch 49153 -Loss: 0.0318 Validation Accuracy: 93.832200% Epoch 20, Batch 49281 -Loss: 0.0073 Validation Accuracy: 93.854875% Epoch 20, Batch 49409 -Loss: 0.1727 Validation Accuracy: 93.832200% Epoch 20, Batch 49537 -Loss: 0.0349 Validation Accuracy: 93.990930% Epoch 20, Batch 49665 -Loss: 0.1323 Validation Accuracy: 94.172336% Epoch 20, Batch 49793 -Loss: 0.0695 Validation Accuracy: 94.013605% Epoch 20, Batch 49921 -Loss: 0.1409 Validation Accuracy: 93.922902% Epoch 20, Batch 50049 -Loss: 0.0664 Validation Accuracy: 94.308390% 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-Loss: 0.0713 Validation Accuracy: 94.036281% Epoch 20, Batch 54017 -Loss: 0.0767 Validation Accuracy: 94.557823% Epoch 20, Batch 54145 -Loss: 0.0990 Validation Accuracy: 94.104308% Epoch 20, Batch 54273 -Loss: 0.0959 Validation Accuracy: 94.217687% Epoch 20, Batch 54401 -Loss: 0.0185 Validation Accuracy: 94.557823% Epoch 20, Batch 54529 -Loss: 0.0762 Validation Accuracy: 94.126984% Epoch 20, Batch 54657 -Loss: 0.0658 Validation Accuracy: 94.444444% Epoch 20, Batch 54785 -Loss: 0.0693 Validation Accuracy: 94.013605% Epoch 20, Batch 54913 -Loss: 0.0693 Validation Accuracy: 93.832200% Epoch 20, Batch 55041 -Loss: 0.0765 Validation Accuracy: 94.240363% Epoch 20, Batch 55169 -Loss: 0.1398 Validation Accuracy: 93.605442% Epoch 20, Batch 55297 -Loss: 0.0312 Validation Accuracy: 93.945578% Epoch 20, Batch 55425 -Loss: 0.0196 Validation Accuracy: 93.764172% Epoch 20, Batch 55553 -Loss: 0.0736 Validation Accuracy: 94.058957% Epoch 20, Batch 55681 -Loss: 0.0464 Validation Accuracy: 94.013605% 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-Loss: 0.0641 Validation Accuracy: 94.172336% Epoch 20, Batch 59649 -Loss: 0.0339 Validation Accuracy: 94.308390% Epoch 20, Batch 59777 -Loss: 0.0329 Validation Accuracy: 93.469388% Epoch 20, Batch 59905 -Loss: 0.1276 Validation Accuracy: 93.945578% Epoch 20, Batch 60033 -Loss: 0.0584 Validation Accuracy: 94.104308% Epoch 20, Batch 60161 -Loss: 0.0487 Validation Accuracy: 93.968254% Epoch 20, Batch 60289 -Loss: 0.0834 Validation Accuracy: 94.671202% Epoch 20, Batch 60417 -Loss: 0.1213 Validation Accuracy: 93.900227% Epoch 20, Batch 60545 -Loss: 0.0466 Validation Accuracy: 94.308390% Epoch 20, Batch 60673 -Loss: 0.1273 Validation Accuracy: 93.900227% Epoch 20, Batch 60801 -Loss: 0.0682 Validation Accuracy: 94.353742% Epoch 20, Batch 60929 -Loss: 0.0966 Validation Accuracy: 93.922902% Epoch 20, Batch 61057 -Loss: 0.0894 Validation Accuracy: 94.535147% Epoch 20, Batch 61185 -Loss: 0.1867 Validation Accuracy: 94.104308% Epoch 20, Batch 61313 -Loss: 0.0410 Validation Accuracy: 94.081633% 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-Loss: 0.0215 Validation Accuracy: 93.786848% Epoch 20, Batch 65281 -Loss: 0.1641 Validation Accuracy: 94.195011% Epoch 20, Batch 65409 -Loss: 0.0446 Validation Accuracy: 93.650794% Epoch 20, Batch 65537 -Loss: 0.0913 Validation Accuracy: 94.263039% Epoch 20, Batch 65665 -Loss: 0.0734 Validation Accuracy: 93.854875% Epoch 20, Batch 65793 -Loss: 0.1535 Validation Accuracy: 94.308390% Epoch 20, Batch 65921 -Loss: 0.0807 Validation Accuracy: 93.832200% Epoch 20, Batch 66049 -Loss: 0.0671 Validation Accuracy: 93.854875% Epoch 20, Batch 66177 -Loss: 0.1402 Validation Accuracy: 93.582766% Epoch 20, Batch 66305 -Loss: 0.0284 Validation Accuracy: 93.582766% Epoch 20, Batch 66433 -Loss: 0.0790 Validation Accuracy: 93.673469% Epoch 20, Batch 66561 -Loss: 0.0739 Validation Accuracy: 94.195011% Epoch 20, Batch 66689 -Loss: 0.0530 Validation Accuracy: 94.126984% Epoch 20, Batch 66817 -Loss: 0.1140 Validation Accuracy: 94.149660% Epoch 20, Batch 66945 -Loss: 0.0740 Validation Accuracy: 93.786848% 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-Loss: 0.2155 Validation Accuracy: 93.990930% Epoch 20, Batch 70913 -Loss: 0.0184 Validation Accuracy: 93.945578% Epoch 20, Batch 71041 -Loss: 0.0900 Validation Accuracy: 94.217687% Epoch 20, Batch 71169 -Loss: 0.0477 Validation Accuracy: 93.922902% Epoch 20, Batch 71297 -Loss: 0.1027 Validation Accuracy: 93.741497% Epoch 20, Batch 71425 -Loss: 0.0577 Validation Accuracy: 93.560091% Epoch 20, Batch 71553 -Loss: 0.0947 Validation Accuracy: 94.081633% Epoch 20, Batch 71681 -Loss: 0.0342 Validation Accuracy: 94.217687% Epoch 20, Batch 71809 -Loss: 0.0290 Validation Accuracy: 94.263039% Epoch 20, Batch 71937 -Loss: 0.0234 Validation Accuracy: 94.149660% Epoch 20, Batch 72065 -Loss: 0.1428 Validation Accuracy: 94.240363% Epoch 20, Batch 72193 -Loss: 0.0446 Validation Accuracy: 94.285714% Epoch 20, Batch 72321 -Loss: 0.0356 Validation Accuracy: 94.353742% Epoch 20, Batch 72449 -Loss: 0.0745 Validation Accuracy: 94.353742% Epoch 20, Batch 72577 -Loss: 0.0474 Validation Accuracy: 94.444444% 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-Loss: 0.0320 Validation Accuracy: 94.603175% Epoch 20, Batch 76545 -Loss: 0.0327 Validation Accuracy: 94.013605% Epoch 20, Batch 76673 -Loss: 0.0441 Validation Accuracy: 93.741497% Epoch 20, Batch 76801 -Loss: 0.0314 Validation Accuracy: 94.263039% Epoch 20, Batch 76929 -Loss: 0.0340 Validation Accuracy: 93.514739% Epoch 20, Batch 77057 -Loss: 0.0356 Validation Accuracy: 93.605442% Epoch 20, Batch 77185 -Loss: 0.1648 Validation Accuracy: 93.854875% Epoch 20, Batch 77313 -Loss: 0.0127 Validation Accuracy: 94.104308% Epoch 20, Batch 77441 -Loss: 0.0365 Validation Accuracy: 93.900227% Epoch 20, Batch 77569 -Loss: 0.1124 Validation Accuracy: 94.058957% Epoch 20, Batch 77697 -Loss: 0.1468 Validation Accuracy: 93.809524% Epoch 20, Batch 77825 -Loss: 0.0572 Validation Accuracy: 93.696145% Epoch 20, Batch 77953 -Loss: 0.0452 Validation Accuracy: 93.877551% Epoch 20, Batch 78081 -Loss: 0.0680 Validation Accuracy: 93.764172% Epoch 20, Batch 78209 -Loss: 0.0409 Validation Accuracy: 93.628118% 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-Loss: 0.0664 Validation Accuracy: 93.741497% Epoch 20, Batch 82177 -Loss: 0.0329 Validation Accuracy: 94.399093% Epoch 20, Batch 82305 -Loss: 0.0695 Validation Accuracy: 93.673469% Epoch 20, Batch 82433 -Loss: 0.1067 Validation Accuracy: 93.673469% Epoch 20, Batch 82561 -Loss: 0.0734 Validation Accuracy: 93.786848% Epoch 20, Batch 82689 -Loss: 0.0801 Validation Accuracy: 93.854875% Epoch 20, Batch 82817 -Loss: 0.0482 Validation Accuracy: 94.104308% Epoch 20, Batch 82945 -Loss: 0.1113 Validation Accuracy: 93.378685% Epoch 20, Batch 83073 -Loss: 0.0936 Validation Accuracy: 93.605442% Epoch 20, Batch 83201 -Loss: 0.0331 Validation Accuracy: 93.560091% Epoch 20, Batch 83329 -Loss: 0.0953 Validation Accuracy: 93.718821% Epoch 20, Batch 83457 -Loss: 0.0154 Validation Accuracy: 92.947846% Epoch 20, Batch 83585 -Loss: 0.0272 Validation Accuracy: 93.492064% Epoch 20, Batch 83713 -Loss: 0.0274 Validation Accuracy: 93.174603% Epoch 20, Batch 83841 -Loss: 0.1279 Validation Accuracy: 93.129252% 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-Loss: 0.0242 Validation Accuracy: 93.582766% Epoch 20, Batch 87809 -Loss: 0.0828 Validation Accuracy: 93.696145% Epoch 20, Batch 87937 -Loss: 0.0755 Validation Accuracy: 93.469388% Epoch 20, Batch 88065 -Loss: 0.0541 Validation Accuracy: 94.013605% Epoch 20, Batch 88193 -Loss: 0.0799 Validation Accuracy: 94.149660% Epoch 20, Batch 88321 -Loss: 0.0617 Validation Accuracy: 93.718821% Epoch 20, Batch 88449 -Loss: 0.0785 Validation Accuracy: 93.854875% Epoch 20, Batch 88577 -Loss: 0.1105 Validation Accuracy: 94.195011% Epoch 20, Batch 88705 -Loss: 0.0846 Validation Accuracy: 94.036281% Epoch 20, Batch 88833 -Loss: 0.0520 Validation Accuracy: 94.126984% Epoch 20, Batch 88961 -Loss: 0.0962 Validation Accuracy: 93.922903% Epoch 20, Batch 89089 -Loss: 0.0346 Validation Accuracy: 93.764172% Epoch 20, Batch 89217 -Loss: 0.0627 Validation Accuracy: 93.537415% Epoch 20, Batch 89345 -Loss: 0.0760 Validation Accuracy: 93.877551% Epoch 20, Batch 89473 -Loss: 0.0602 Validation Accuracy: 94.013605% 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-Loss: 0.0324 Validation Accuracy: 94.126984% Epoch 20, Batch 93441 -Loss: 0.0454 Validation Accuracy: 93.900227% Epoch 20, Batch 93569 -Loss: 0.1252 Validation Accuracy: 94.013605% Epoch 20, Batch 93697 -Loss: 0.0664 Validation Accuracy: 93.605442% Epoch 20, Batch 93825 -Loss: 0.0597 Validation Accuracy: 94.217687% Epoch 20, Batch 93953 -Loss: 0.1001 Validation Accuracy: 94.195011% Epoch 20, Batch 94081 -Loss: 0.0283 Validation Accuracy: 94.081633% Epoch 20, Batch 94209 -Loss: 0.0680 Validation Accuracy: 94.444444% Epoch 20, Batch 94337 -Loss: 0.0480 Validation Accuracy: 94.353742% Epoch 20, Batch 94465 -Loss: 0.0502 Validation Accuracy: 93.990930% Epoch 20, Batch 94593 -Loss: 0.0515 Validation Accuracy: 93.945578% Epoch 20, Batch 94721 -Loss: 0.1039 Validation Accuracy: 94.126984% Epoch 20, Batch 94849 -Loss: 0.0722 Validation Accuracy: 94.240363% Epoch 20, Batch 94977 -Loss: 0.0927 Validation Accuracy: 94.603175% Epoch 20, Batch 95105 -Loss: 0.0699 Validation Accuracy: 94.331066% 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-Loss: 0.0547 Validation Accuracy: 93.832200% Epoch 20, Batch 99073 -Loss: 0.0536 Validation Accuracy: 94.126984% Epoch 20, Batch 99201 -Loss: 0.0253 Validation Accuracy: 93.809524% Epoch 20, Batch 99329 -Loss: 0.0764 Validation Accuracy: 94.263039% Epoch 20, Batch 99457 -Loss: 0.1174 Validation Accuracy: 94.217687% Epoch 20, Batch 99585 -Loss: 0.0239 Validation Accuracy: 94.195011% Epoch 20, Batch 99713 -Loss: 0.0587 Validation Accuracy: 93.922903% Epoch 20, Batch 99841 -Loss: 0.0475 Validation Accuracy: 93.990930% Epoch 20, Batch 99969 -Loss: 0.0371 Validation Accuracy: 94.172336% Epoch 20, Batch 100097 -Loss: 0.1808 Validation Accuracy: 93.718821% Epoch 20, Batch 100225 -Loss: 0.1564 Validation Accuracy: 93.922902% Epoch 20, Batch 100353 -Loss: 0.0696 Validation Accuracy: 94.081633% Epoch 20, Batch 100481 -Loss: 0.0328 Validation Accuracy: 94.058957% Epoch 20, Batch 100609 -Loss: 0.0573 Validation Accuracy: 94.013605% Epoch 20, Batch 100737 -Loss: 0.0804 Validation Accuracy: 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-Loss: 0.0677 Validation Accuracy: 93.854875% Epoch 20, Batch 102785 -Loss: 0.0365 Validation Accuracy: 93.582766% Epoch 20, Batch 102913 -Loss: 0.0461 Validation Accuracy: 93.628118% Epoch 20, Batch 103041 -Loss: 0.0905 Validation Accuracy: 93.446712% Epoch 20, Batch 103169 -Loss: 0.0289 Validation Accuracy: 93.650794% Epoch 20, Batch 103297 -Loss: 0.1614 Validation Accuracy: 93.628118% Epoch 20, Batch 103425 -Loss: 0.0472 Validation Accuracy: 93.492064% Epoch 20, Batch 103553 -Loss: 0.0504 Validation Accuracy: 93.061225% Epoch 20, Batch 103681 -Loss: 0.0744 Validation Accuracy: 93.582766% Epoch 20, Batch 103809 -Loss: 0.0912 Validation Accuracy: 93.560091% Epoch 20, Batch 103937 -Loss: 0.0643 Validation Accuracy: 93.492064% Epoch 20, Batch 104065 -Loss: 0.0620 Validation Accuracy: 93.582766% Epoch 20, Batch 104193 -Loss: 0.0827 Validation Accuracy: 93.764172% Epoch 20, Batch 104321 -Loss: 0.0592 Validation Accuracy: 93.469388% Epoch 20, Batch 104449 -Loss: 0.1056 Validation Accuracy: 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-Loss: 0.1674 Validation Accuracy: 92.993197% Epoch 20, Batch 106497 -Loss: 0.1646 Validation Accuracy: 93.446712% Epoch 20, Batch 106625 -Loss: 0.1114 Validation Accuracy: 93.401361% Epoch 20, Batch 106753 -Loss: 0.0773 Validation Accuracy: 93.764172% Epoch 20, Batch 106881 -Loss: 0.0460 Validation Accuracy: 93.582766% Epoch 20, Batch 107009 -Loss: 0.0735 Validation Accuracy: 93.287982% Epoch 20, Batch 107137 -Loss: 0.0405 Validation Accuracy: 93.560091% Epoch 20, Batch 107265 -Loss: 0.1247 Validation Accuracy: 93.537415% Epoch 20, Batch 107393 -Loss: 0.0656 Validation Accuracy: 94.104308% Epoch 20, Batch 107521 -Loss: 0.0536 Validation Accuracy: 94.013605% Epoch 20, Batch 107649 -Loss: 0.0875 Validation Accuracy: 94.240363% Epoch 20, Batch 107777 -Loss: 0.0327 Validation Accuracy: 94.126984% Epoch 20, Batch 107905 -Loss: 0.0582 Validation Accuracy: 94.081633% Epoch 20, Batch 108033 -Loss: 0.0617 Validation Accuracy: 93.401361% Epoch 20, Batch 108161 -Loss: 0.0562 Validation Accuracy: 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-Loss: 0.0193 Validation Accuracy: 94.058957% Epoch 20, Batch 110209 -Loss: 0.0602 Validation Accuracy: 94.081633% Epoch 20, Batch 110337 -Loss: 0.0947 Validation Accuracy: 94.081633% Epoch 20, Batch 110465 -Loss: 0.0583 Validation Accuracy: 93.832200% Epoch 20, Batch 110593 -Loss: 0.0920 Validation Accuracy: 93.877551% Epoch 20, Batch 110721 -Loss: 0.1138 Validation Accuracy: 93.424036% Epoch 20, Batch 110849 -Loss: 0.0122 Validation Accuracy: 93.945578% Epoch 20, Batch 110977 -Loss: 0.0714 Validation Accuracy: 93.968254% Epoch 20, Batch 111105 -Loss: 0.0844 Validation Accuracy: 93.945578% Epoch 20, Batch 111233 -Loss: 0.0617 Validation Accuracy: 93.968254% Epoch 20, Batch 111361 -Loss: 0.0515 Validation Accuracy: 93.854875% Epoch 20, Batch 111489 -Loss: 0.0306 Validation Accuracy: 93.900227% Epoch 20, Batch 111617 -Loss: 0.0167 Validation Accuracy: 93.673469% Epoch 20, Batch 111745 -Loss: 0.0520 Validation Accuracy: 94.376417% Epoch 20, Batch 111873 -Loss: 0.0293 Validation Accuracy: 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-Loss: 0.0845 Validation Accuracy: 93.492064% Epoch 20, Batch 113921 -Loss: 0.0915 Validation Accuracy: 93.854875% Epoch 20, Batch 114049 -Loss: 0.0963 Validation Accuracy: 93.741497% Epoch 20, Batch 114177 -Loss: 0.0298 Validation Accuracy: 93.832200% Epoch 20, Batch 114305 -Loss: 0.0571 Validation Accuracy: 93.741497% Epoch 20, Batch 114433 -Loss: 0.0894 Validation Accuracy: 94.421769% Epoch 20, Batch 114561 -Loss: 0.0876 Validation Accuracy: 93.854875% Epoch 20, Batch 114689 -Loss: 0.0584 Validation Accuracy: 94.013605% Epoch 20, Batch 114817 -Loss: 0.0814 Validation Accuracy: 93.900227% Epoch 20, Batch 114945 -Loss: 0.0259 Validation Accuracy: 93.900227% Epoch 20, Batch 115073 -Loss: 0.0460 Validation Accuracy: 93.560091% Epoch 20, Batch 115201 -Loss: 0.0467 Validation Accuracy: 94.013605% Epoch 20, Batch 115329 -Loss: 0.0239 Validation Accuracy: 94.263039% Epoch 20, Batch 115457 -Loss: 0.1085 Validation Accuracy: 93.809524% Epoch 20, Batch 115585 -Loss: 0.0341 Validation Accuracy: 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-Loss: 0.0751 Validation Accuracy: 94.081633% Epoch 20, Batch 117633 -Loss: 0.0924 Validation Accuracy: 94.399093% Epoch 20, Batch 117761 -Loss: 0.0241 Validation Accuracy: 94.308390% Epoch 20, Batch 117889 -Loss: 0.0542 Validation Accuracy: 94.195011% Epoch 20, Batch 118017 -Loss: 0.0677 Validation Accuracy: 94.013605% Epoch 20, Batch 118145 -Loss: 0.0864 Validation Accuracy: 93.922903% Epoch 20, Batch 118273 -Loss: 0.0996 Validation Accuracy: 93.990930% Epoch 20, Batch 118401 -Loss: 0.1920 Validation Accuracy: 93.877551% Epoch 20, Batch 118529 -Loss: 0.0177 Validation Accuracy: 93.628118% Epoch 20, Batch 118657 -Loss: 0.0999 Validation Accuracy: 93.764172% Epoch 20, Batch 118785 -Loss: 0.1023 Validation Accuracy: 93.832200% Epoch 20, Batch 118913 -Loss: 0.0541 Validation Accuracy: 93.560091% Epoch 20, Batch 119041 -Loss: 0.0822 Validation Accuracy: 93.968254% Epoch 20, Batch 119169 -Loss: 0.0680 Validation Accuracy: 94.580499% Epoch 20, Batch 119297 -Loss: 0.0890 Validation Accuracy: 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-Loss: 0.0397 Validation Accuracy: 93.968254% Epoch 20, Batch 121345 -Loss: 0.0937 Validation Accuracy: 94.376417% Epoch 20, Batch 121473 -Loss: 0.1279 Validation Accuracy: 94.331066% Epoch 20, Batch 121601 -Loss: 0.0870 Validation Accuracy: 94.421769% Epoch 20, Batch 121729 -Loss: 0.0924 Validation Accuracy: 94.557823% Epoch 20, Batch 121857 -Loss: 0.0968 Validation Accuracy: 94.625850% Epoch 20, Batch 121985 -Loss: 0.1103 Validation Accuracy: 94.807256% Epoch 20, Batch 122113 -Loss: 0.0338 Validation Accuracy: 94.217687% Epoch 20, Batch 122241 -Loss: 0.0909 Validation Accuracy: 94.149660% Epoch 20, Batch 122369 -Loss: 0.1896 Validation Accuracy: 94.467120% Epoch 20, Batch 122497 -Loss: 0.0504 Validation Accuracy: 94.308390% Epoch 20, Batch 122625 -Loss: 0.1040 Validation Accuracy: 94.829932% Epoch 20, Batch 122753 -Loss: 0.1148 Validation Accuracy: 94.081633% Epoch 20, Batch 122881 -Loss: 0.0481 Validation Accuracy: 94.263039% Epoch 20, Batch 123009 -Loss: 0.1508 Validation Accuracy: 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-Loss: 0.0773 Validation Accuracy: 94.353742% Epoch 20, Batch 125057 -Loss: 0.0692 Validation Accuracy: 94.512472% Epoch 20, Batch 125185 -Loss: 0.0561 Validation Accuracy: 94.308390% Epoch 20, Batch 125313 -Loss: 0.1016 Validation Accuracy: 93.900227% Epoch 20, Batch 125441 -Loss: 0.0338 Validation Accuracy: 94.036281% Epoch 20, Batch 125569 -Loss: 0.0077 Validation Accuracy: 94.580499% Epoch 20, Batch 125697 -Loss: 0.1346 Validation Accuracy: 94.331066% Epoch 20, Batch 125825 -Loss: 0.0369 Validation Accuracy: 94.421769% Epoch 20, Batch 125953 -Loss: 0.0617 Validation Accuracy: 94.444444% Epoch 20, Batch 126081 -Loss: 0.0712 Validation Accuracy: 94.058957% Epoch 20, Batch 126209 -Loss: 0.0688 Validation Accuracy: 94.376417% Epoch 20, Batch 126337 -Loss: 0.0261 Validation Accuracy: 94.535147% Epoch 20, Batch 126465 -Loss: 0.1418 Validation Accuracy: 94.648526% Epoch 20, Batch 126593 -Loss: 0.1266 Validation Accuracy: 94.036281% Epoch 20, Batch 126721 -Loss: 0.0592 Validation Accuracy: 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-Loss: 0.0595 Validation Accuracy: 94.104308% Epoch 20, Batch 128769 -Loss: 0.0824 Validation Accuracy: 94.421769% Epoch 20, Batch 128897 -Loss: 0.0617 Validation Accuracy: 94.535147% Epoch 20, Batch 129025 -Loss: 0.1011 Validation Accuracy: 94.535147% Epoch 20, Batch 129153 -Loss: 0.1597 Validation Accuracy: 94.467120% Epoch 20, Batch 129281 -Loss: 0.1069 Validation Accuracy: 94.467120% Epoch 20, Batch 129409 -Loss: 0.1018 Validation Accuracy: 93.900227% Epoch 20, Batch 129537 -Loss: 0.0363 Validation Accuracy: 94.172336% Epoch 20, Batch 129665 -Loss: 0.0740 Validation Accuracy: 93.968254% Epoch 20, Batch 129793 -Loss: 0.0277 Validation Accuracy: 94.013605% Epoch 20, Batch 129921 -Loss: 0.0995 Validation Accuracy: 93.877551% Epoch 20, Batch 130049 -Loss: 0.1675 Validation Accuracy: 94.308390% Epoch 20, Batch 130177 -Loss: 0.0370 Validation Accuracy: 93.922903% Epoch 20, Batch 130305 -Loss: 0.1050 Validation Accuracy: 93.922903% Epoch 20, Batch 130433 -Loss: 0.0400 Validation Accuracy: 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-Loss: 0.0904 Validation Accuracy: 94.535147% Epoch 20, Batch 132481 -Loss: 0.1296 Validation Accuracy: 94.149660% Epoch 20, Batch 132609 -Loss: 0.0331 Validation Accuracy: 94.535147% Epoch 20, Batch 132737 -Loss: 0.1543 Validation Accuracy: 94.195011% Epoch 20, Batch 132865 -Loss: 0.0188 Validation Accuracy: 94.104308% Epoch 20, Batch 132993 -Loss: 0.0614 Validation Accuracy: 94.126984% Epoch 20, Batch 133121 -Loss: 0.0477 Validation Accuracy: 94.081633% Epoch 20, Batch 133249 -Loss: 0.0485 Validation Accuracy: 93.990930% Epoch 20, Batch 133377 -Loss: 0.1985 Validation Accuracy: 94.081633% Epoch 20, Batch 133505 -Loss: 0.0449 Validation Accuracy: 94.126984% Epoch 20, Batch 133633 -Loss: 0.0199 Validation Accuracy: 94.104308% Epoch 20, Batch 133761 -Loss: 0.1105 Validation Accuracy: 93.718821% Epoch 20, Batch 133889 -Loss: 0.0482 Validation Accuracy: 94.036281% Epoch 20, Batch 134017 -Loss: 0.1195 Validation Accuracy: 93.605442% Epoch 20, Batch 134145 -Loss: 0.0807 Validation Accuracy: 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-Loss: 0.0901 Validation Accuracy: 93.560091% Epoch 20, Batch 136193 -Loss: 0.1114 Validation Accuracy: 93.741497% Epoch 20, Batch 136321 -Loss: 0.0473 Validation Accuracy: 93.310658% Epoch 20, Batch 136449 -Loss: 0.0281 Validation Accuracy: 94.058957% Epoch 20, Batch 136577 -Loss: 0.1437 Validation Accuracy: 93.922903% Epoch 20, Batch 136705 -Loss: 0.0345 Validation Accuracy: 93.968254% Epoch 20, Batch 136833 -Loss: 0.0470 Validation Accuracy: 93.333333% Epoch 20, Batch 136961 -Loss: 0.1143 Validation Accuracy: 94.195011% Epoch 20, Batch 137089 -Loss: 0.0386 Validation Accuracy: 93.945578% Epoch 20, Batch 137217 -Loss: 0.0564 Validation Accuracy: 94.240363% Epoch 20, Batch 137345 -Loss: 0.0274 Validation Accuracy: 94.308390% Epoch 20, Batch 137473 -Loss: 0.0743 Validation Accuracy: 93.922903% Epoch 20, Batch 137601 -Loss: 0.0617 Validation Accuracy: 93.968254% Epoch 20, Batch 137729 -Loss: 0.1231 Validation Accuracy: 94.149660% Epoch 20, Batch 137857 -Loss: 0.0402 Validation Accuracy: 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-Loss: 0.0596 Validation Accuracy: 94.308390% Epoch 20, Batch 139905 -Loss: 0.1267 Validation Accuracy: 94.421769% Epoch 20, Batch 140033 -Loss: 0.0796 Validation Accuracy: 94.603175% Epoch 20, Batch 140161 -Loss: 0.0272 Validation Accuracy: 94.217687% Epoch 20, Batch 140289 -Loss: 0.0908 Validation Accuracy: 94.648526% Epoch 20, Batch 140417 -Loss: 0.0319 Validation Accuracy: 94.240363% Epoch 20, Batch 140545 -Loss: 0.0475 Validation Accuracy: 93.922903% Epoch 20, Batch 140673 -Loss: 0.0170 Validation Accuracy: 93.968254% Epoch 20, Batch 140801 -Loss: 0.1501 Validation Accuracy: 94.308390% Epoch 20, Batch 140929 -Loss: 0.0836 Validation Accuracy: 93.922903% Epoch 20, Batch 141057 -Loss: 0.0485 Validation Accuracy: 94.172336% Epoch 20, Batch 141185 -Loss: 0.0642 Validation Accuracy: 94.195011% Epoch 20, Batch 141313 -Loss: 0.0757 Validation Accuracy: 93.469388% Epoch 20, Batch 141441 -Loss: 0.0527 Validation Accuracy: 94.058957% Epoch 20, Batch 141569 -Loss: 0.0837 Validation Accuracy: 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-Loss: 0.1015 Validation Accuracy: 93.922903% Epoch 20, Batch 143617 -Loss: 0.1460 Validation Accuracy: 93.922903% Epoch 20, Batch 143745 -Loss: 0.1151 Validation Accuracy: 94.331066% Epoch 20, Batch 143873 -Loss: 0.0421 Validation Accuracy: 93.990930% Epoch 20, Batch 144001 -Loss: 0.0451 Validation Accuracy: 93.877551% Epoch 20, Batch 144129 -Loss: 0.0856 Validation Accuracy: 93.605442% Epoch 20, Batch 144257 -Loss: 0.0594 Validation Accuracy: 94.036281% Epoch 20, Batch 144385 -Loss: 0.0403 Validation Accuracy: 93.832200% Epoch 20, Batch 144513 -Loss: 0.1859 Validation Accuracy: 93.582766% Epoch 20, Batch 144641 -Loss: 0.0408 Validation Accuracy: 93.854875% Epoch 20, Batch 144769 -Loss: 0.1349 Validation Accuracy: 93.741497% Epoch 20, Batch 144897 -Loss: 0.0245 Validation Accuracy: 93.945578% Epoch 20, Batch 145025 -Loss: 0.1835 Validation Accuracy: 93.854875% Epoch 20, Batch 145153 -Loss: 0.0808 Validation Accuracy: 93.786848% Epoch 20, Batch 145281 -Loss: 0.1143 Validation Accuracy: 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-Loss: 0.0842 Validation Accuracy: 93.922902% Epoch 20, Batch 147329 -Loss: 0.0630 Validation Accuracy: 93.310658% Epoch 20, Batch 147457 -Loss: 0.1756 Validation Accuracy: 93.673469% Epoch 20, Batch 147585 -Loss: 0.0372 Validation Accuracy: 94.217687% Epoch 20, Batch 147713 -Loss: 0.0412 Validation Accuracy: 94.535147% Epoch 20, Batch 147841 -Loss: 0.1310 Validation Accuracy: 93.900227% Epoch 20, Batch 147969 -Loss: 0.0618 Validation Accuracy: 93.628118% Epoch 20, Batch 148097 -Loss: 0.0338 Validation Accuracy: 94.195011% Epoch 20, Batch 148225 -Loss: 0.0809 Validation Accuracy: 94.081633% Epoch 20, Batch 148353 -Loss: 0.1665 Validation Accuracy: 94.172336% Epoch 20, Batch 148481 -Loss: 0.0576 Validation Accuracy: 94.081633% Epoch 20, Batch 148609 -Loss: 0.0516 Validation Accuracy: 93.741497% Epoch 20, Batch 148737 -Loss: 0.0511 Validation Accuracy: 94.353742% Epoch 20, Batch 148865 -Loss: 0.0509 Validation Accuracy: 93.877551% Epoch 20, Batch 148993 -Loss: 0.0802 Validation Accuracy: 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-Loss: 0.0672 Validation Accuracy: 94.172336% Epoch 20, Batch 151041 -Loss: 0.0658 Validation Accuracy: 93.696145% Epoch 20, Batch 151169 -Loss: 0.0534 Validation Accuracy: 93.809524% Epoch 20, Batch 151297 -Loss: 0.0975 Validation Accuracy: 93.809524% Epoch 20, Batch 151425 -Loss: 0.1364 Validation Accuracy: 94.036281% Epoch 20, Batch 151553 -Loss: 0.0587 Validation Accuracy: 93.900227% Epoch 20, Batch 151681 -Loss: 0.0655 Validation Accuracy: 93.718821% Epoch 20, Batch 151809 -Loss: 0.0542 Validation Accuracy: 93.922903% Epoch 20, Batch 151937 -Loss: 0.0759 Validation Accuracy: 94.376417% Epoch 20, Batch 152065 -Loss: 0.0562 Validation Accuracy: 93.832200% Epoch 20, Batch 152193 -Loss: 0.1894 Validation Accuracy: 94.126984% Epoch 20, Batch 152321 -Loss: 0.0402 Validation Accuracy: 93.945578% Epoch 20, Batch 152449 -Loss: 0.0261 Validation Accuracy: 93.900227% Epoch 20, Batch 152577 -Loss: 0.1034 Validation Accuracy: 93.854875% Epoch 20, Batch 152705 -Loss: 0.0623 Validation Accuracy: 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-Loss: 0.0695 Validation Accuracy: 93.764172% Epoch 20, Batch 154753 -Loss: 0.1600 Validation Accuracy: 93.628118% Epoch 20, Batch 154881 -Loss: 0.0751 Validation Accuracy: 93.718821% Epoch 20, Batch 155009 -Loss: 0.0823 Validation Accuracy: 93.514739% Epoch 20, Batch 155137 -Loss: 0.1148 Validation Accuracy: 93.424036% Epoch 20, Batch 155265 -Loss: 0.0668 Validation Accuracy: 93.968254% Epoch 20, Batch 155393 -Loss: 0.0808 Validation Accuracy: 93.741497% Epoch 20, Batch 155521 -Loss: 0.1130 Validation Accuracy: 94.036281% Epoch 20, Batch 155649 -Loss: 0.0084 Validation Accuracy: 93.854875% Epoch 20, Batch 155777 -Loss: 0.1071 Validation Accuracy: 94.104308% Epoch 20, Batch 155905 -Loss: 0.1308 Validation Accuracy: 93.832200% Epoch 20, Batch 156033 -Loss: 0.1277 Validation Accuracy: 94.036281% Epoch 20, Batch 156161 -Loss: 0.0785 Validation Accuracy: 93.877551% Epoch 20, Batch 156289 -Loss: 0.0807 Validation Accuracy: 94.126984% Epoch 20, Batch 156417 -Loss: 0.0263 Validation Accuracy: 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-Loss: 0.0601 Validation Accuracy: 93.854875% Epoch 20, Batch 158465 -Loss: 0.0277 Validation Accuracy: 93.832200% Epoch 20, Batch 158593 -Loss: 0.0510 Validation Accuracy: 94.217687% Epoch 20, Batch 158721 -Loss: 0.2111 Validation Accuracy: 93.696145% Epoch 20, Batch 158849 -Loss: 0.0478 Validation Accuracy: 93.514739% Epoch 20, Batch 158977 -Loss: 0.0615 Validation Accuracy: 93.424036% Epoch 20, Batch 159105 -Loss: 0.0484 Validation Accuracy: 93.786848% Epoch 20, Batch 159233 -Loss: 0.0214 Validation Accuracy: 94.217687% Epoch 20, Batch 159361 -Loss: 0.0274 Validation Accuracy: 93.628118% Epoch 20, Batch 159489 -Loss: 0.0569 Validation Accuracy: 93.605442% Epoch 20, Batch 159617 -Loss: 0.0772 Validation Accuracy: 93.650794% Epoch 20, Batch 159745 -Loss: 0.1704 Validation Accuracy: 93.673469% Epoch 20, Batch 159873 -Loss: 0.0209 Validation Accuracy: 94.195011% Epoch 20, Batch 160001 -Loss: 0.0637 Validation Accuracy: 94.195011% Epoch 20, Batch 160129 -Loss: 0.0475 Validation Accuracy: 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-Loss: 0.0478 Validation Accuracy: 93.854875% Epoch 20, Batch 162177 -Loss: 0.0709 Validation Accuracy: 93.696145% Epoch 20, Batch 162305 -Loss: 0.0725 Validation Accuracy: 93.877551% Epoch 20, Batch 162433 -Loss: 0.0331 Validation Accuracy: 93.696145% Epoch 20, Batch 162561 -Loss: 0.0221 Validation Accuracy: 93.650794% Epoch 20, Batch 162689 -Loss: 0.0542 Validation Accuracy: 93.492063% Epoch 20, Batch 162817 -Loss: 0.0339 Validation Accuracy: 93.605442% Epoch 20, Batch 162945 -Loss: 0.0700 Validation Accuracy: 93.401361% Epoch 20, Batch 163073 -Loss: 0.0132 Validation Accuracy: 93.945578% Epoch 20, Batch 163201 -Loss: 0.0233 Validation Accuracy: 93.764172% Epoch 20, Batch 163329 -Loss: 0.0995 Validation Accuracy: 93.809524% Epoch 20, Batch 163457 -Loss: 0.0315 Validation Accuracy: 93.424036% Epoch 20, Batch 163585 -Loss: 0.0627 Validation Accuracy: 93.469388% Epoch 20, Batch 163713 -Loss: 0.1311 Validation Accuracy: 93.741497% Epoch 20, Batch 163841 -Loss: 0.0285 Validation Accuracy: 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-Loss: 0.0578 Validation Accuracy: 94.353742% Epoch 20, Batch 165889 -Loss: 0.0596 Validation Accuracy: 93.786848% Epoch 20, Batch 166017 -Loss: 0.0537 Validation Accuracy: 93.922903% Epoch 20, Batch 166145 -Loss: 0.0701 Validation Accuracy: 93.945578% Epoch 20, Batch 166273 -Loss: 0.1036 Validation Accuracy: 93.628118% Epoch 20, Batch 166401 -Loss: 0.0474 Validation Accuracy: 93.673469% Epoch 20, Batch 166529 -Loss: 0.0478 Validation Accuracy: 93.764172% Epoch 20, Batch 166657 -Loss: 0.0656 Validation Accuracy: 93.582766% Epoch 20, Batch 166785 -Loss: 0.0774 Validation Accuracy: 94.149660% Epoch 20, Batch 166913 -Loss: 0.0158 Validation Accuracy: 93.333333% Epoch 20, Batch 167041 -Loss: 0.1449 Validation Accuracy: 93.764172% Epoch 20, Batch 167169 -Loss: 0.1535 Validation Accuracy: 93.786848% Epoch 20, Batch 167297 -Loss: 0.0896 Validation Accuracy: 94.013605% Epoch 20, Batch 167425 -Loss: 0.0750 Validation Accuracy: 94.399093% Epoch 20, Batch 167553 -Loss: 0.0330 Validation Accuracy: 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-Loss: 0.0256 Validation Accuracy: 93.582766% Epoch 20, Batch 169601 -Loss: 0.1459 Validation Accuracy: 93.219955% Epoch 20, Batch 169729 -Loss: 0.0640 Validation Accuracy: 93.696145% Epoch 20, Batch 169857 -Loss: 0.0352 Validation Accuracy: 93.219955% Epoch 20, Batch 169985 -Loss: 0.0497 Validation Accuracy: 93.287982% Epoch 20, Batch 170113 -Loss: 0.2308 Validation Accuracy: 93.469388% Epoch 20, Batch 170241 -Loss: 0.1203 Validation Accuracy: 93.696145% Epoch 20, Batch 170369 -Loss: 0.0100 Validation Accuracy: 93.514739% Epoch 20, Batch 170497 -Loss: 0.0454 Validation Accuracy: 93.424036% Epoch 20, Batch 170625 -Loss: 0.0458 Validation Accuracy: 93.219955% Epoch 20, Batch 170753 -Loss: 0.0439 Validation Accuracy: 92.879819% Epoch 20, Batch 170881 -Loss: 0.0294 Validation Accuracy: 93.469388% Epoch 20, Batch 171009 -Loss: 0.0590 Validation Accuracy: 93.310658% Epoch 20, Batch 171137 -Loss: 0.1047 Validation Accuracy: 92.879819% Epoch 20, Batch 171265 -Loss: 0.0626 Validation Accuracy: 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-Loss: 0.0665 Validation Accuracy: 93.605442% Epoch 20, Batch 173313 -Loss: 0.2015 Validation Accuracy: 92.267574% Epoch 20, Batch 173441 -Loss: 0.1048 Validation Accuracy: 93.446712% Epoch 20, Batch 173569 -Loss: 0.1510 Validation Accuracy: 93.038549% Epoch 20, Batch 173697 -Loss: 0.0346 Validation Accuracy: 92.993197% Epoch 20, Batch 173825 -Loss: 0.0827 Validation Accuracy: 92.721088% Epoch 20, Batch 173953 -Loss: 0.0730 Validation Accuracy: 93.061224% Epoch 20, Batch 174081 -Loss: 0.0990 Validation Accuracy: 93.287982% Epoch 20, Batch 174209 -Loss: 0.0958 Validation Accuracy: 93.401361% Epoch 20, Batch 174337 -Loss: 0.2206 Validation Accuracy: 93.333333% Epoch 20, Batch 174465 -Loss: 0.0302 Validation Accuracy: 93.242630% Epoch 20, Batch 174593 -Loss: 0.0858 Validation Accuracy: 92.811791% Epoch 20, Batch 174721 -Loss: 0.0578 Validation Accuracy: 93.061224% Epoch 20, Batch 174849 -Loss: 0.0640 Validation Accuracy: 92.857143% Epoch 20, Batch 174977 -Loss: 0.1556 Validation Accuracy: 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-Loss: 0.1495 Validation Accuracy: 93.854875% Epoch 20, Batch 177025 -Loss: 0.2192 Validation Accuracy: 93.696145% Epoch 20, Batch 177153 -Loss: 0.0233 Validation Accuracy: 93.401361% Epoch 20, Batch 177281 -Loss: 0.1829 Validation Accuracy: 93.333333% Epoch 20, Batch 177409 -Loss: 0.0093 Validation Accuracy: 93.469388% Epoch 20, Batch 177537 -Loss: 0.0827 Validation Accuracy: 93.333333% Epoch 20, Batch 177665 -Loss: 0.0386 Validation Accuracy: 93.605442% Epoch 20, Batch 177793 -Loss: 0.1121 Validation Accuracy: 93.129252% Epoch 20, Batch 177921 -Loss: 0.0895 Validation Accuracy: 93.514739% Epoch 20, Batch 178049 -Loss: 0.0579 Validation Accuracy: 93.469388% Epoch 20, Batch 178177 -Loss: 0.0386 Validation Accuracy: 93.242630% Epoch 20, Batch 178305 -Loss: 0.1058 Validation Accuracy: 93.650794% Epoch 20, Batch 178433 -Loss: 0.0389 Validation Accuracy: 93.129252% Epoch 20, Batch 178561 -Loss: 0.0403 Validation Accuracy: 93.696145% Epoch 20, Batch 178689 -Loss: 0.0795 Validation Accuracy: 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-Loss: 0.0615 Validation Accuracy: 93.809524% Epoch 20, Batch 180737 -Loss: 0.0637 Validation Accuracy: 93.854875% Epoch 20, Batch 180865 -Loss: 0.0632 Validation Accuracy: 93.854875% Epoch 20, Batch 180993 -Loss: 0.0866 Validation Accuracy: 93.628118% Epoch 20, Batch 181121 -Loss: 0.0665 Validation Accuracy: 93.401361% Epoch 20, Batch 181249 -Loss: 0.0993 Validation Accuracy: 93.560091% Epoch 20, Batch 181377 -Loss: 0.0438 Validation Accuracy: 93.673469% Epoch 20, Batch 181505 -Loss: 0.0719 Validation Accuracy: 94.104308% Epoch 20, Batch 181633 -Loss: 0.1001 Validation Accuracy: 93.854875% Epoch 20, Batch 181761 -Loss: 0.0397 Validation Accuracy: 93.537415% Epoch 20, Batch 181889 -Loss: 0.0454 Validation Accuracy: 93.741497% Epoch 20, Batch 182017 -Loss: 0.1514 Validation Accuracy: 93.854875% Epoch 20, Batch 182145 -Loss: 0.0411 Validation Accuracy: 93.809524% Epoch 20, Batch 182273 -Loss: 0.1195 Validation Accuracy: 93.673469% Epoch 20, Batch 182401 -Loss: 0.0732 Validation Accuracy: 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-Loss: 0.0453 Validation Accuracy: 94.081633% Epoch 20, Batch 184449 -Loss: 0.0999 Validation Accuracy: 93.809524% Epoch 20, Batch 184577 -Loss: 0.0509 Validation Accuracy: 93.877551% Epoch 20, Batch 184705 -Loss: 0.0424 Validation Accuracy: 93.537415% Epoch 20, Batch 184833 -Loss: 0.0744 Validation Accuracy: 93.582766% Epoch 20, Batch 184961 -Loss: 0.0265 Validation Accuracy: 93.605442% Epoch 20, Batch 185089 -Loss: 0.0737 Validation Accuracy: 93.605442% Epoch 20, Batch 185217 -Loss: 0.1190 Validation Accuracy: 93.605442% Epoch 20, Batch 185345 -Loss: 0.0768 Validation Accuracy: 93.492064% Epoch 20, Batch 185473 -Loss: 0.0771 Validation Accuracy: 94.013605% Epoch 20, Batch 185601 -Loss: 0.0472 Validation Accuracy: 93.718821% Epoch 20, Batch 185729 -Loss: 0.0629 Validation Accuracy: 93.741497% Epoch 20, Batch 185857 -Loss: 0.0476 Validation Accuracy: 93.854875% Epoch 20, Batch 185985 -Loss: 0.1150 Validation Accuracy: 94.172336% Epoch 20, Batch 186113 -Loss: 0.1298 Validation Accuracy: 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-Loss: 0.1331 Validation Accuracy: 93.424036% Epoch 20, Batch 188161 -Loss: 0.0484 Validation Accuracy: 93.968254% Epoch 20, Batch 188289 -Loss: 0.1251 Validation Accuracy: 93.877551% Epoch 20, Batch 188417 -Loss: 0.2159 Validation Accuracy: 93.945578% Epoch 20, Batch 188545 -Loss: 0.1034 Validation Accuracy: 93.877551% Epoch 20, Batch 188673 -Loss: 0.0949 Validation Accuracy: 93.741497% Epoch 20, Batch 188801 -Loss: 0.0969 Validation Accuracy: 93.832200% Epoch 20, Batch 188929 -Loss: 0.0634 Validation Accuracy: 93.673469% Epoch 20, Batch 189057 -Loss: 0.0923 Validation Accuracy: 93.673469% Epoch 20, Batch 189185 -Loss: 0.0533 Validation Accuracy: 93.537415% Epoch 20, Batch 189313 -Loss: 0.0455 Validation Accuracy: 93.424036% Epoch 20, Batch 189441 -Loss: 0.0813 Validation Accuracy: 93.786848% Epoch 20, Batch 189569 -Loss: 0.0215 Validation Accuracy: 93.809524% Epoch 20, Batch 189697 -Loss: 0.1359 Validation Accuracy: 93.650794% Epoch 20, Batch 189825 -Loss: 0.0689 Validation Accuracy: 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-Loss: 0.0836 Validation Accuracy: 93.990930% Epoch 20, Batch 191873 -Loss: 0.0919 Validation Accuracy: 93.696145% Epoch 20, Batch 192001 -Loss: 0.1784 Validation Accuracy: 93.741497% Epoch 20, Batch 192129 -Loss: 0.1009 Validation Accuracy: 93.673469% Epoch 20, Batch 192257 -Loss: 0.0796 Validation Accuracy: 94.149660% Epoch 20, Batch 192385 -Loss: 0.0868 Validation Accuracy: 93.854875% Epoch 20, Batch 192513 -Loss: 0.0264 Validation Accuracy: 93.764172% Epoch 20, Batch 192641 -Loss: 0.0681 Validation Accuracy: 93.945578% Epoch 20, Batch 192769 -Loss: 0.0272 Validation Accuracy: 94.195011% Epoch 20, Batch 192897 -Loss: 0.1018 Validation Accuracy: 93.741497% Epoch 20, Batch 193025 -Loss: 0.0617 Validation Accuracy: 94.081633% Epoch 20, Batch 193153 -Loss: 0.0437 Validation Accuracy: 93.854875% Epoch 20, Batch 193281 -Loss: 0.1024 Validation Accuracy: 93.741497% Epoch 20, Batch 193409 -Loss: 0.0331 Validation Accuracy: 93.900227% Epoch 20, Batch 193537 -Loss: 0.0465 Validation Accuracy: 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-Loss: 0.0556 Validation Accuracy: 93.356009% Epoch 20, Batch 195585 -Loss: 0.0740 Validation Accuracy: 93.083900% Epoch 20, Batch 195713 -Loss: 0.0536 Validation Accuracy: 93.424036% Epoch 20, Batch 195841 -Loss: 0.0660 Validation Accuracy: 93.083900% Epoch 20, Batch 195969 -Loss: 0.1281 Validation Accuracy: 93.083900% Epoch 20, Batch 196097 -Loss: 0.0529 Validation Accuracy: 92.698413% Epoch 20, Batch 196225 -Loss: 0.0604 Validation Accuracy: 93.015873% Epoch 20, Batch 196353 -Loss: 0.2186 Validation Accuracy: 92.993197% Epoch 20, Batch 196481 -Loss: 0.0718 Validation Accuracy: 93.401361% Epoch 20, Batch 196609 -Loss: 0.0353 Validation Accuracy: 93.877551% Epoch 20, Batch 196737 -Loss: 0.0619 Validation Accuracy: 93.151927% Epoch 20, Batch 196865 -Loss: 0.0878 Validation Accuracy: 92.993197% Epoch 20, Batch 196993 -Loss: 0.0624 Validation Accuracy: 93.469388% Epoch 20, Batch 197121 -Loss: 0.0634 Validation Accuracy: 93.378685% Epoch 20, Batch 197249 -Loss: 0.0349 Validation Accuracy: 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-Loss: 0.1671 Validation Accuracy: 93.106576% Epoch 20, Batch 199297 -Loss: 0.1084 Validation Accuracy: 93.038549% Epoch 20, Batch 199425 -Loss: 0.1505 Validation Accuracy: 93.015873% Epoch 20, Batch 199553 -Loss: 0.1537 Validation Accuracy: 93.129252% Epoch 20, Batch 199681 -Loss: 0.1261 Validation Accuracy: 92.834467% Epoch 20, Batch 199809 -Loss: 0.0631 Validation Accuracy: 92.789116% Epoch 20, Batch 199937 -Loss: 0.0747 Validation Accuracy: 92.879819% Epoch 20, Batch 200065 -Loss: 0.0263 Validation Accuracy: 92.925170% Epoch 20, Batch 200193 -Loss: 0.0806 Validation Accuracy: 93.356009% Epoch 20, Batch 200321 -Loss: 0.1423 Validation Accuracy: 93.287982% Epoch 20, Batch 200449 -Loss: 0.0319 Validation Accuracy: 93.401361% Epoch 20, Batch 200577 -Loss: 0.1222 Validation Accuracy: 93.718821% Epoch 20, Batch 200705 -Loss: 0.0667 Validation Accuracy: 93.469388% Epoch 20, Batch 200833 -Loss: 0.0339 Validation Accuracy: 93.832200% Epoch 20, Batch 200961 -Loss: 0.1037 Validation Accuracy: 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-Loss: 0.1478 Validation Accuracy: 94.331066% Epoch 20, Batch 203009 -Loss: 0.1007 Validation Accuracy: 94.240363% Epoch 20, Batch 203137 -Loss: 0.0303 Validation Accuracy: 93.605442% Epoch 20, Batch 203265 -Loss: 0.0619 Validation Accuracy: 94.240363% Epoch 20, Batch 203393 -Loss: 0.0991 Validation Accuracy: 94.081633% Epoch 20, Batch 203521 -Loss: 0.0339 Validation Accuracy: 94.013605% Epoch 20, Batch 203649 -Loss: 0.0636 Validation Accuracy: 93.968254% Epoch 20, Batch 203777 -Loss: 0.0825 Validation Accuracy: 93.628118% Epoch 20, Batch 203905 -Loss: 0.0752 Validation Accuracy: 93.968254% Epoch 20, Batch 204033 -Loss: 0.1084 Validation Accuracy: 93.718821% Epoch 20, Batch 204161 -Loss: 0.1160 Validation Accuracy: 93.650794% Epoch 20, Batch 204289 -Loss: 0.0537 Validation Accuracy: 93.809524% Epoch 20, Batch 204417 -Loss: 0.0458 Validation Accuracy: 93.446712% Epoch 20, Batch 204545 -Loss: 0.0645 Validation Accuracy: 93.424036% Epoch 20, Batch 204673 -Loss: 0.0378 Validation Accuracy: 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Validation Accuracy: 94.376417% Epoch 21, Batch 5377 -Loss: 0.0742 Validation Accuracy: 94.013605% Epoch 21, Batch 5505 -Loss: 0.0726 Validation Accuracy: 94.331066% Epoch 21, Batch 5633 -Loss: 0.0107 Validation Accuracy: 94.308390% Epoch 21, Batch 5761 -Loss: 0.0471 Validation Accuracy: 93.582766% Epoch 21, Batch 5889 -Loss: 0.0992 Validation Accuracy: 93.945578% Epoch 21, Batch 6017 -Loss: 0.0595 Validation Accuracy: 94.126984% Epoch 21, Batch 6145 -Loss: 0.0301 Validation Accuracy: 93.560091% Epoch 21, Batch 6273 -Loss: 0.0446 Validation Accuracy: 94.240363% Epoch 21, Batch 6401 -Loss: 0.1245 Validation Accuracy: 94.081633% Epoch 21, Batch 6529 -Loss: 0.1064 Validation Accuracy: 94.013605% Epoch 21, Batch 6657 -Loss: 0.0568 Validation Accuracy: 93.718821% Epoch 21, Batch 6785 -Loss: 0.0730 Validation Accuracy: 94.172336% Epoch 21, Batch 6913 -Loss: 0.0539 Validation Accuracy: 94.013605% Epoch 21, Batch 7041 -Loss: 0.0567 Validation Accuracy: 94.195011% Epoch 21, Batch 7169 -Loss: 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Validation Accuracy: 93.922903% Epoch 21, Batch 14849 -Loss: 0.1019 Validation Accuracy: 94.263039% Epoch 21, Batch 14977 -Loss: 0.1268 Validation Accuracy: 94.217687% Epoch 21, Batch 15105 -Loss: 0.0329 Validation Accuracy: 94.263039% Epoch 21, Batch 15233 -Loss: 0.0858 Validation Accuracy: 93.945578% Epoch 21, Batch 15361 -Loss: 0.0260 Validation Accuracy: 94.081633% Epoch 21, Batch 15489 -Loss: 0.0218 Validation Accuracy: 94.104308% Epoch 21, Batch 15617 -Loss: 0.1523 Validation Accuracy: 94.126984% Epoch 21, Batch 15745 -Loss: 0.0370 Validation Accuracy: 94.331066% Epoch 21, Batch 15873 -Loss: 0.0464 Validation Accuracy: 94.240363% Epoch 21, Batch 16001 -Loss: 0.0640 Validation Accuracy: 94.058957% Epoch 21, Batch 16129 -Loss: 0.0890 Validation Accuracy: 94.784581% Epoch 21, Batch 16257 -Loss: 0.1538 Validation Accuracy: 94.195011% Epoch 21, Batch 16385 -Loss: 0.0806 Validation Accuracy: 94.217687% Epoch 21, Batch 16513 -Loss: 0.0463 Validation Accuracy: 94.172336% Epoch 21, Batch 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Validation Accuracy: 93.832200% Epoch 21, Batch 20481 -Loss: 0.0718 Validation Accuracy: 94.013605% Epoch 21, Batch 20609 -Loss: 0.0799 Validation Accuracy: 93.582766% Epoch 21, Batch 20737 -Loss: 0.0618 Validation Accuracy: 94.421769% Epoch 21, Batch 20865 -Loss: 0.0619 Validation Accuracy: 94.036281% Epoch 21, Batch 20993 -Loss: 0.0429 Validation Accuracy: 93.922902% Epoch 21, Batch 21121 -Loss: 0.1076 Validation Accuracy: 94.467120% Epoch 21, Batch 21249 -Loss: 0.0839 Validation Accuracy: 94.195011% Epoch 21, Batch 21377 -Loss: 0.0455 Validation Accuracy: 94.421769% Epoch 21, Batch 21505 -Loss: 0.0190 Validation Accuracy: 94.467120% Epoch 21, Batch 21633 -Loss: 0.0118 Validation Accuracy: 94.195011% Epoch 21, Batch 21761 -Loss: 0.0474 Validation Accuracy: 94.036281% Epoch 21, Batch 21889 -Loss: 0.0981 Validation Accuracy: 94.421769% Epoch 21, Batch 22017 -Loss: 0.0706 Validation Accuracy: 94.376417% Epoch 21, Batch 22145 -Loss: 0.1045 Validation Accuracy: 94.263039% Epoch 21, Batch 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Validation Accuracy: 93.900227% Epoch 21, Batch 26113 -Loss: 0.1052 Validation Accuracy: 93.582766% Epoch 21, Batch 26241 -Loss: 0.0617 Validation Accuracy: 94.240363% Epoch 21, Batch 26369 -Loss: 0.0765 Validation Accuracy: 94.240363% Epoch 21, Batch 26497 -Loss: 0.0330 Validation Accuracy: 94.444444% Epoch 21, Batch 26625 -Loss: 0.1088 Validation Accuracy: 94.240363% Epoch 21, Batch 26753 -Loss: 0.1179 Validation Accuracy: 94.172336% Epoch 21, Batch 26881 -Loss: 0.0699 Validation Accuracy: 94.058957% Epoch 21, Batch 27009 -Loss: 0.0576 Validation Accuracy: 93.877551% Epoch 21, Batch 27137 -Loss: 0.0474 Validation Accuracy: 94.104308% Epoch 21, Batch 27265 -Loss: 0.1222 Validation Accuracy: 93.877551% Epoch 21, Batch 27393 -Loss: 0.0651 Validation Accuracy: 94.013605% Epoch 21, Batch 27521 -Loss: 0.0662 Validation Accuracy: 94.126984% Epoch 21, Batch 27649 -Loss: 0.0727 Validation Accuracy: 94.081633% Epoch 21, Batch 27777 -Loss: 0.0427 Validation Accuracy: 94.535147% Epoch 21, Batch 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Validation Accuracy: 94.285714% Epoch 21, Batch 31745 -Loss: 0.1123 Validation Accuracy: 94.036281% Epoch 21, Batch 31873 -Loss: 0.1068 Validation Accuracy: 94.263039% Epoch 21, Batch 32001 -Loss: 0.0870 Validation Accuracy: 94.444444% Epoch 21, Batch 32129 -Loss: 0.0764 Validation Accuracy: 94.285714% Epoch 21, Batch 32257 -Loss: 0.0804 Validation Accuracy: 94.489796% Epoch 21, Batch 32385 -Loss: 0.0324 Validation Accuracy: 94.172336% Epoch 21, Batch 32513 -Loss: 0.0482 Validation Accuracy: 94.149660% Epoch 21, Batch 32641 -Loss: 0.0670 Validation Accuracy: 94.761905% Epoch 21, Batch 32769 -Loss: 0.1274 Validation Accuracy: 94.126984% Epoch 21, Batch 32897 -Loss: 0.0910 Validation Accuracy: 94.217687% Epoch 21, Batch 33025 -Loss: 0.0442 Validation Accuracy: 94.149660% Epoch 21, Batch 33153 -Loss: 0.0374 Validation Accuracy: 94.217687% Epoch 21, Batch 33281 -Loss: 0.2377 Validation Accuracy: 94.421769% Epoch 21, Batch 33409 -Loss: 0.0345 Validation Accuracy: 93.922903% Epoch 21, Batch 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Validation Accuracy: 93.990930% Epoch 21, Batch 37377 -Loss: 0.0661 Validation Accuracy: 94.172336% Epoch 21, Batch 37505 -Loss: 0.1344 Validation Accuracy: 94.126984% Epoch 21, Batch 37633 -Loss: 0.0701 Validation Accuracy: 93.832200% Epoch 21, Batch 37761 -Loss: 0.1084 Validation Accuracy: 94.217687% Epoch 21, Batch 37889 -Loss: 0.1011 Validation Accuracy: 94.625850% Epoch 21, Batch 38017 -Loss: 0.0880 Validation Accuracy: 94.353741% Epoch 21, Batch 38145 -Loss: 0.0285 Validation Accuracy: 94.535147% Epoch 21, Batch 38273 -Loss: 0.0553 Validation Accuracy: 94.671202% Epoch 21, Batch 38401 -Loss: 0.0974 Validation Accuracy: 94.421769% Epoch 21, Batch 38529 -Loss: 0.1718 Validation Accuracy: 94.376417% Epoch 21, Batch 38657 -Loss: 0.0915 Validation Accuracy: 94.399093% Epoch 21, Batch 38785 -Loss: 0.0342 Validation Accuracy: 94.693878% Epoch 21, Batch 38913 -Loss: 0.0107 Validation Accuracy: 94.444444% Epoch 21, Batch 39041 -Loss: 0.0911 Validation Accuracy: 94.058957% Epoch 21, Batch 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Validation Accuracy: 93.446712% Epoch 21, Batch 43009 -Loss: 0.0111 Validation Accuracy: 94.331066% Epoch 21, Batch 43137 -Loss: 0.0215 Validation Accuracy: 94.058957% Epoch 21, Batch 43265 -Loss: 0.0545 Validation Accuracy: 94.512472% Epoch 21, Batch 43393 -Loss: 0.0422 Validation Accuracy: 94.195011% Epoch 21, Batch 43521 -Loss: 0.0624 Validation Accuracy: 93.696145% Epoch 21, Batch 43649 -Loss: 0.0374 Validation Accuracy: 94.376417% Epoch 21, Batch 43777 -Loss: 0.0392 Validation Accuracy: 93.877551% Epoch 21, Batch 43905 -Loss: 0.0493 Validation Accuracy: 94.353742% Epoch 21, Batch 44033 -Loss: 0.0840 Validation Accuracy: 94.217687% Epoch 21, Batch 44161 -Loss: 0.0675 Validation Accuracy: 94.353742% Epoch 21, Batch 44289 -Loss: 0.0518 Validation Accuracy: 94.716553% Epoch 21, Batch 44417 -Loss: 0.0714 Validation Accuracy: 94.399093% Epoch 21, Batch 44545 -Loss: 0.0647 Validation Accuracy: 94.104308% Epoch 21, Batch 44673 -Loss: 0.0903 Validation Accuracy: 94.285714% Epoch 21, Batch 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Validation Accuracy: 94.263039% Epoch 21, Batch 48641 -Loss: 0.0082 Validation Accuracy: 94.149660% Epoch 21, Batch 48769 -Loss: 0.1046 Validation Accuracy: 94.308390% Epoch 21, Batch 48897 -Loss: 0.0491 Validation Accuracy: 94.331066% Epoch 21, Batch 49025 -Loss: 0.0896 Validation Accuracy: 94.172336% Epoch 21, Batch 49153 -Loss: 0.0626 Validation Accuracy: 93.605442% Epoch 21, Batch 49281 -Loss: 0.1347 Validation Accuracy: 94.195011% Epoch 21, Batch 49409 -Loss: 0.0402 Validation Accuracy: 94.013605% Epoch 21, Batch 49537 -Loss: 0.0233 Validation Accuracy: 94.580499% Epoch 21, Batch 49665 -Loss: 0.0382 Validation Accuracy: 94.058957% Epoch 21, Batch 49793 -Loss: 0.0661 Validation Accuracy: 94.580499% Epoch 21, Batch 49921 -Loss: 0.0475 Validation Accuracy: 94.512472% Epoch 21, Batch 50049 -Loss: 0.0987 Validation Accuracy: 94.285714% Epoch 21, Batch 50177 -Loss: 0.0663 Validation Accuracy: 94.013605% Epoch 21, Batch 50305 -Loss: 0.1098 Validation Accuracy: 94.126984% Epoch 21, Batch 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Validation Accuracy: 94.761905% Epoch 21, Batch 54273 -Loss: 0.0946 Validation Accuracy: 94.172336% Epoch 21, Batch 54401 -Loss: 0.0184 Validation Accuracy: 94.444444% Epoch 21, Batch 54529 -Loss: 0.0305 Validation Accuracy: 94.943311% Epoch 21, Batch 54657 -Loss: 0.1150 Validation Accuracy: 94.444444% Epoch 21, Batch 54785 -Loss: 0.0774 Validation Accuracy: 94.671202% Epoch 21, Batch 54913 -Loss: 0.0631 Validation Accuracy: 94.761905% Epoch 21, Batch 55041 -Loss: 0.1135 Validation Accuracy: 94.240363% Epoch 21, Batch 55169 -Loss: 0.0520 Validation Accuracy: 94.467120% Epoch 21, Batch 55297 -Loss: 0.0524 Validation Accuracy: 94.149660% Epoch 21, Batch 55425 -Loss: 0.0671 Validation Accuracy: 94.263039% Epoch 21, Batch 55553 -Loss: 0.0610 Validation Accuracy: 94.263039% Epoch 21, Batch 55681 -Loss: 0.0675 Validation Accuracy: 94.308390% Epoch 21, Batch 55809 -Loss: 0.0777 Validation Accuracy: 94.535147% Epoch 21, Batch 55937 -Loss: 0.1128 Validation Accuracy: 94.126984% Epoch 21, Batch 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Validation Accuracy: 94.058957% Epoch 21, Batch 59905 -Loss: 0.0207 Validation Accuracy: 94.172336% Epoch 21, Batch 60033 -Loss: 0.1926 Validation Accuracy: 93.945578% Epoch 21, Batch 60161 -Loss: 0.0907 Validation Accuracy: 93.514739% Epoch 21, Batch 60289 -Loss: 0.0913 Validation Accuracy: 94.149660% Epoch 21, Batch 60417 -Loss: 0.1007 Validation Accuracy: 93.877551% Epoch 21, Batch 60545 -Loss: 0.0727 Validation Accuracy: 93.764172% Epoch 21, Batch 60673 -Loss: 0.0660 Validation Accuracy: 93.945578% Epoch 21, Batch 60801 -Loss: 0.1172 Validation Accuracy: 93.809524% Epoch 21, Batch 60929 -Loss: 0.1320 Validation Accuracy: 93.469388% Epoch 21, Batch 61057 -Loss: 0.0600 Validation Accuracy: 93.764172% Epoch 21, Batch 61185 -Loss: 0.0350 Validation Accuracy: 93.922902% Epoch 21, Batch 61313 -Loss: 0.0583 Validation Accuracy: 93.469388% Epoch 21, Batch 61441 -Loss: 0.0446 Validation Accuracy: 93.832200% Epoch 21, Batch 61569 -Loss: 0.0311 Validation Accuracy: 94.104308% Epoch 21, Batch 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Validation Accuracy: 94.081633% Epoch 21, Batch 65537 -Loss: 0.1094 Validation Accuracy: 93.900227% Epoch 21, Batch 65665 -Loss: 0.0716 Validation Accuracy: 93.990930% Epoch 21, Batch 65793 -Loss: 0.0354 Validation Accuracy: 93.741497% Epoch 21, Batch 65921 -Loss: 0.1256 Validation Accuracy: 94.512472% Epoch 21, Batch 66049 -Loss: 0.0231 Validation Accuracy: 94.421769% Epoch 21, Batch 66177 -Loss: 0.0225 Validation Accuracy: 94.217687% Epoch 21, Batch 66305 -Loss: 0.0696 Validation Accuracy: 94.149660% Epoch 21, Batch 66433 -Loss: 0.0272 Validation Accuracy: 94.331066% Epoch 21, Batch 66561 -Loss: 0.0491 Validation Accuracy: 93.990930% Epoch 21, Batch 66689 -Loss: 0.0169 Validation Accuracy: 94.512472% Epoch 21, Batch 66817 -Loss: 0.0574 Validation Accuracy: 94.240363% Epoch 21, Batch 66945 -Loss: 0.0652 Validation Accuracy: 94.376417% Epoch 21, Batch 67073 -Loss: 0.0479 Validation Accuracy: 94.263039% Epoch 21, Batch 67201 -Loss: 0.0250 Validation Accuracy: 94.331066% Epoch 21, Batch 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Validation Accuracy: 94.263039% Epoch 21, Batch 71169 -Loss: 0.1164 Validation Accuracy: 94.240363% Epoch 21, Batch 71297 -Loss: 0.0718 Validation Accuracy: 94.331066% Epoch 21, Batch 71425 -Loss: 0.0810 Validation Accuracy: 94.126984% Epoch 21, Batch 71553 -Loss: 0.0193 Validation Accuracy: 94.285714% Epoch 21, Batch 71681 -Loss: 0.0359 Validation Accuracy: 94.399093% Epoch 21, Batch 71809 -Loss: 0.0954 Validation Accuracy: 94.058957% Epoch 21, Batch 71937 -Loss: 0.1684 Validation Accuracy: 94.240363% Epoch 21, Batch 72065 -Loss: 0.0410 Validation Accuracy: 94.263039% Epoch 21, Batch 72193 -Loss: 0.0524 Validation Accuracy: 94.104308% Epoch 21, Batch 72321 -Loss: 0.2189 Validation Accuracy: 94.240363% Epoch 21, Batch 72449 -Loss: 0.0750 Validation Accuracy: 94.104308% Epoch 21, Batch 72577 -Loss: 0.0565 Validation Accuracy: 93.968254% Epoch 21, Batch 72705 -Loss: 0.0139 Validation Accuracy: 94.058957% Epoch 21, Batch 72833 -Loss: 0.0569 Validation Accuracy: 94.126984% Epoch 21, Batch 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Validation Accuracy: 93.968254% Epoch 21, Batch 76801 -Loss: 0.0966 Validation Accuracy: 94.058957% Epoch 21, Batch 76929 -Loss: 0.0293 Validation Accuracy: 94.421769% Epoch 21, Batch 77057 -Loss: 0.0347 Validation Accuracy: 94.353741% Epoch 21, Batch 77185 -Loss: 0.1634 Validation Accuracy: 93.854875% Epoch 21, Batch 77313 -Loss: 0.0493 Validation Accuracy: 94.172336% Epoch 21, Batch 77441 -Loss: 0.0988 Validation Accuracy: 94.331066% Epoch 21, Batch 77569 -Loss: 0.0361 Validation Accuracy: 94.421769% Epoch 21, Batch 77697 -Loss: 0.0781 Validation Accuracy: 94.172336% Epoch 21, Batch 77825 -Loss: 0.1784 Validation Accuracy: 94.308390% Epoch 21, Batch 77953 -Loss: 0.1101 Validation Accuracy: 94.376417% Epoch 21, Batch 78081 -Loss: 0.0687 Validation Accuracy: 94.126984% Epoch 21, Batch 78209 -Loss: 0.1053 Validation Accuracy: 93.968254% Epoch 21, Batch 78337 -Loss: 0.0313 Validation Accuracy: 93.877551% Epoch 21, Batch 78465 -Loss: 0.1124 Validation Accuracy: 94.058957% Epoch 21, Batch 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Validation Accuracy: 93.968254% Epoch 21, Batch 82433 -Loss: 0.0385 Validation Accuracy: 94.308390% Epoch 21, Batch 82561 -Loss: 0.0326 Validation Accuracy: 94.217687% Epoch 21, Batch 82689 -Loss: 0.0655 Validation Accuracy: 94.557823% Epoch 21, Batch 82817 -Loss: 0.1296 Validation Accuracy: 94.331066% Epoch 21, Batch 82945 -Loss: 0.0685 Validation Accuracy: 94.013605% Epoch 21, Batch 83073 -Loss: 0.0737 Validation Accuracy: 94.852608% Epoch 21, Batch 83201 -Loss: 0.1815 Validation Accuracy: 94.104308% Epoch 21, Batch 83329 -Loss: 0.0755 Validation Accuracy: 94.240363% Epoch 21, Batch 83457 -Loss: 0.0788 Validation Accuracy: 94.421769% Epoch 21, Batch 83585 -Loss: 0.0877 Validation Accuracy: 94.648526% Epoch 21, Batch 83713 -Loss: 0.0545 Validation Accuracy: 94.172336% Epoch 21, Batch 83841 -Loss: 0.2000 Validation Accuracy: 93.900227% Epoch 21, Batch 83969 -Loss: 0.1075 Validation Accuracy: 94.104308% Epoch 21, Batch 84097 -Loss: 0.0776 Validation Accuracy: 94.376417% Epoch 21, Batch 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Validation Accuracy: 93.900227% Epoch 21, Batch 88065 -Loss: 0.0183 Validation Accuracy: 93.582766% Epoch 21, Batch 88193 -Loss: 0.0511 Validation Accuracy: 94.331066% Epoch 21, Batch 88321 -Loss: 0.0812 Validation Accuracy: 94.195011% Epoch 21, Batch 88449 -Loss: 0.2127 Validation Accuracy: 94.331066% Epoch 21, Batch 88577 -Loss: 0.1179 Validation Accuracy: 94.126984% Epoch 21, Batch 88705 -Loss: 0.0461 Validation Accuracy: 94.263039% Epoch 21, Batch 88833 -Loss: 0.0662 Validation Accuracy: 94.331066% Epoch 21, Batch 88961 -Loss: 0.0452 Validation Accuracy: 93.990930% Epoch 21, Batch 89089 -Loss: 0.0766 Validation Accuracy: 94.126984% Epoch 21, Batch 89217 -Loss: 0.0905 Validation Accuracy: 94.149660% Epoch 21, Batch 89345 -Loss: 0.0727 Validation Accuracy: 94.126984% Epoch 21, Batch 89473 -Loss: 0.0346 Validation Accuracy: 93.990930% Epoch 21, Batch 89601 -Loss: 0.1087 Validation Accuracy: 93.900227% Epoch 21, Batch 89729 -Loss: 0.0281 Validation Accuracy: 93.900227% Epoch 21, Batch 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Validation Accuracy: 93.854875% Epoch 21, Batch 93697 -Loss: 0.0802 Validation Accuracy: 94.036281% Epoch 21, Batch 93825 -Loss: 0.0089 Validation Accuracy: 93.650794% Epoch 21, Batch 93953 -Loss: 0.0818 Validation Accuracy: 94.081633% Epoch 21, Batch 94081 -Loss: 0.0468 Validation Accuracy: 94.467120% Epoch 21, Batch 94209 -Loss: 0.0710 Validation Accuracy: 93.877551% Epoch 21, Batch 94337 -Loss: 0.0930 Validation Accuracy: 93.696145% Epoch 21, Batch 94465 -Loss: 0.0805 Validation Accuracy: 93.990930% Epoch 21, Batch 94593 -Loss: 0.0629 Validation Accuracy: 94.036281% Epoch 21, Batch 94721 -Loss: 0.0619 Validation Accuracy: 94.081633% Epoch 21, Batch 94849 -Loss: 0.0168 Validation Accuracy: 93.945578% Epoch 21, Batch 94977 -Loss: 0.3057 Validation Accuracy: 94.149660% Epoch 21, Batch 95105 -Loss: 0.0455 Validation Accuracy: 93.832200% Epoch 21, Batch 95233 -Loss: 0.0242 Validation Accuracy: 94.331066% Epoch 21, Batch 95361 -Loss: 0.0312 Validation Accuracy: 93.446712% Epoch 21, Batch 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Validation Accuracy: 94.603175% Epoch 21, Batch 99329 -Loss: 0.2159 Validation Accuracy: 94.512472% Epoch 21, Batch 99457 -Loss: 0.0495 Validation Accuracy: 94.693878% Epoch 21, Batch 99585 -Loss: 0.0347 Validation Accuracy: 94.399093% Epoch 21, Batch 99713 -Loss: 0.1321 Validation Accuracy: 94.489796% Epoch 21, Batch 99841 -Loss: 0.1303 Validation Accuracy: 94.399093% Epoch 21, Batch 99969 -Loss: 0.0547 Validation Accuracy: 93.764172% Epoch 21, Batch 100097 -Loss: 0.0326 Validation Accuracy: 94.625850% Epoch 21, Batch 100225 -Loss: 0.0747 Validation Accuracy: 94.399093% Epoch 21, Batch 100353 -Loss: 0.0452 Validation Accuracy: 94.376417% Epoch 21, Batch 100481 -Loss: 0.0871 Validation Accuracy: 94.126984% Epoch 21, Batch 100609 -Loss: 0.0516 Validation Accuracy: 93.741497% Epoch 21, Batch 100737 -Loss: 0.0947 Validation Accuracy: 94.149660% Epoch 21, Batch 100865 -Loss: 0.0879 Validation Accuracy: 94.353741% Epoch 21, Batch 100993 -Loss: 0.0682 Validation Accuracy: 94.580499% Epoch 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Validation Accuracy: 93.990930% Epoch 21, Batch 103041 -Loss: 0.0819 Validation Accuracy: 94.444444% Epoch 21, Batch 103169 -Loss: 0.1516 Validation Accuracy: 94.308390% Epoch 21, Batch 103297 -Loss: 0.1499 Validation Accuracy: 93.854875% Epoch 21, Batch 103425 -Loss: 0.0476 Validation Accuracy: 94.217687% Epoch 21, Batch 103553 -Loss: 0.0300 Validation Accuracy: 94.512472% Epoch 21, Batch 103681 -Loss: 0.0350 Validation Accuracy: 93.786848% Epoch 21, Batch 103809 -Loss: 0.0482 Validation Accuracy: 94.217687% Epoch 21, Batch 103937 -Loss: 0.0444 Validation Accuracy: 94.512472% Epoch 21, Batch 104065 -Loss: 0.0612 Validation Accuracy: 94.104308% Epoch 21, Batch 104193 -Loss: 0.0414 Validation Accuracy: 94.716553% Epoch 21, Batch 104321 -Loss: 0.0332 Validation Accuracy: 94.421769% Epoch 21, Batch 104449 -Loss: 0.1540 Validation Accuracy: 94.217687% Epoch 21, Batch 104577 -Loss: 0.0342 Validation Accuracy: 94.285714% Epoch 21, Batch 104705 -Loss: 0.0747 Validation Accuracy: 93.990930% 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-Loss: 0.0879 Validation Accuracy: 94.036281% Epoch 21, Batch 110465 -Loss: 0.0771 Validation Accuracy: 94.172336% Epoch 21, Batch 110593 -Loss: 0.0416 Validation Accuracy: 94.172336% Epoch 21, Batch 110721 -Loss: 0.0708 Validation Accuracy: 94.126984% Epoch 21, Batch 110849 -Loss: 0.1044 Validation Accuracy: 94.285714% Epoch 21, Batch 110977 -Loss: 0.1603 Validation Accuracy: 94.172336% Epoch 21, Batch 111105 -Loss: 0.0925 Validation Accuracy: 94.399093% Epoch 21, Batch 111233 -Loss: 0.1289 Validation Accuracy: 93.900227% Epoch 21, Batch 111361 -Loss: 0.0382 Validation Accuracy: 94.285714% Epoch 21, Batch 111489 -Loss: 0.0893 Validation Accuracy: 93.854875% Epoch 21, Batch 111617 -Loss: 0.0398 Validation Accuracy: 94.535147% Epoch 21, Batch 111745 -Loss: 0.0334 Validation Accuracy: 93.968254% Epoch 21, Batch 111873 -Loss: 0.0545 Validation Accuracy: 94.058957% Epoch 21, Batch 112001 -Loss: 0.0127 Validation Accuracy: 94.240363% Epoch 21, Batch 112129 -Loss: 0.0409 Validation Accuracy: 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-Loss: 0.0516 Validation Accuracy: 94.195011% Epoch 21, Batch 114177 -Loss: 0.0603 Validation Accuracy: 93.764172% Epoch 21, Batch 114305 -Loss: 0.0688 Validation Accuracy: 94.217687% Epoch 21, Batch 114433 -Loss: 0.0523 Validation Accuracy: 94.058957% Epoch 21, Batch 114561 -Loss: 0.1441 Validation Accuracy: 93.945578% Epoch 21, Batch 114689 -Loss: 0.0536 Validation Accuracy: 94.285714% Epoch 21, Batch 114817 -Loss: 0.0379 Validation Accuracy: 94.240363% Epoch 21, Batch 114945 -Loss: 0.0652 Validation Accuracy: 93.786848% Epoch 21, Batch 115073 -Loss: 0.1658 Validation Accuracy: 93.945578% Epoch 21, Batch 115201 -Loss: 0.0853 Validation Accuracy: 94.399093% Epoch 21, Batch 115329 -Loss: 0.1421 Validation Accuracy: 94.285714% Epoch 21, Batch 115457 -Loss: 0.0516 Validation Accuracy: 94.240363% Epoch 21, Batch 115585 -Loss: 0.0714 Validation Accuracy: 93.990930% Epoch 21, Batch 115713 -Loss: 0.0205 Validation Accuracy: 94.444444% Epoch 21, Batch 115841 -Loss: 0.0871 Validation Accuracy: 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-Loss: 0.1178 Validation Accuracy: 94.149660% Epoch 21, Batch 117889 -Loss: 0.0228 Validation Accuracy: 94.036281% Epoch 21, Batch 118017 -Loss: 0.0420 Validation Accuracy: 94.308390% Epoch 21, Batch 118145 -Loss: 0.0465 Validation Accuracy: 93.877551% Epoch 21, Batch 118273 -Loss: 0.0904 Validation Accuracy: 93.741497% Epoch 21, Batch 118401 -Loss: 0.0802 Validation Accuracy: 94.058957% Epoch 21, Batch 118529 -Loss: 0.1101 Validation Accuracy: 94.263039% Epoch 21, Batch 118657 -Loss: 0.0969 Validation Accuracy: 94.126984% Epoch 21, Batch 118785 -Loss: 0.0999 Validation Accuracy: 94.421769% Epoch 21, Batch 118913 -Loss: 0.0982 Validation Accuracy: 94.149660% Epoch 21, Batch 119041 -Loss: 0.0303 Validation Accuracy: 93.968254% Epoch 21, Batch 119169 -Loss: 0.0861 Validation Accuracy: 93.990930% Epoch 21, Batch 119297 -Loss: 0.0514 Validation Accuracy: 93.990930% Epoch 21, Batch 119425 -Loss: 0.0490 Validation Accuracy: 93.718821% Epoch 21, Batch 119553 -Loss: 0.0674 Validation Accuracy: 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-Loss: 0.1016 Validation Accuracy: 94.172336% Epoch 21, Batch 121601 -Loss: 0.0354 Validation Accuracy: 93.809524% Epoch 21, Batch 121729 -Loss: 0.0090 Validation Accuracy: 93.877551% Epoch 21, Batch 121857 -Loss: 0.0687 Validation Accuracy: 94.013605% Epoch 21, Batch 121985 -Loss: 0.0313 Validation Accuracy: 93.832200% Epoch 21, Batch 122113 -Loss: 0.1140 Validation Accuracy: 94.058957% Epoch 21, Batch 122241 -Loss: 0.1533 Validation Accuracy: 93.718821% Epoch 21, Batch 122369 -Loss: 0.0220 Validation Accuracy: 93.968254% Epoch 21, Batch 122497 -Loss: 0.1151 Validation Accuracy: 93.900227% Epoch 21, Batch 122625 -Loss: 0.0521 Validation Accuracy: 93.741497% Epoch 21, Batch 122753 -Loss: 0.1370 Validation Accuracy: 94.081633% Epoch 21, Batch 122881 -Loss: 0.1152 Validation Accuracy: 94.172336% Epoch 21, Batch 123009 -Loss: 0.0744 Validation Accuracy: 93.786848% Epoch 21, Batch 123137 -Loss: 0.0334 Validation Accuracy: 93.877551% Epoch 21, Batch 123265 -Loss: 0.0926 Validation Accuracy: 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-Loss: 0.1618 Validation Accuracy: 94.512472% Epoch 21, Batch 125313 -Loss: 0.0607 Validation Accuracy: 94.557823% Epoch 21, Batch 125441 -Loss: 0.1091 Validation Accuracy: 94.172336% Epoch 21, Batch 125569 -Loss: 0.0596 Validation Accuracy: 94.081633% Epoch 21, Batch 125697 -Loss: 0.0519 Validation Accuracy: 94.104308% Epoch 21, Batch 125825 -Loss: 0.0371 Validation Accuracy: 94.172336% Epoch 21, Batch 125953 -Loss: 0.0637 Validation Accuracy: 93.877551% Epoch 21, Batch 126081 -Loss: 0.0554 Validation Accuracy: 93.582766% Epoch 21, Batch 126209 -Loss: 0.0907 Validation Accuracy: 93.990930% Epoch 21, Batch 126337 -Loss: 0.0560 Validation Accuracy: 93.854875% Epoch 21, Batch 126465 -Loss: 0.1000 Validation Accuracy: 94.195011% Epoch 21, Batch 126593 -Loss: 0.0837 Validation Accuracy: 93.832200% Epoch 21, Batch 126721 -Loss: 0.1030 Validation Accuracy: 93.537415% Epoch 21, Batch 126849 -Loss: 0.0856 Validation Accuracy: 93.968254% Epoch 21, Batch 126977 -Loss: 0.0526 Validation Accuracy: 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-Loss: 0.0556 Validation Accuracy: 94.376417% Epoch 21, Batch 129025 -Loss: 0.0965 Validation Accuracy: 94.376417% Epoch 21, Batch 129153 -Loss: 0.1376 Validation Accuracy: 94.489796% Epoch 21, Batch 129281 -Loss: 0.0796 Validation Accuracy: 94.081633% Epoch 21, Batch 129409 -Loss: 0.0072 Validation Accuracy: 94.399093% Epoch 21, Batch 129537 -Loss: 0.1206 Validation Accuracy: 94.126984% Epoch 21, Batch 129665 -Loss: 0.1167 Validation Accuracy: 94.399093% Epoch 21, Batch 129793 -Loss: 0.0643 Validation Accuracy: 94.625850% Epoch 21, Batch 129921 -Loss: 0.0944 Validation Accuracy: 93.832200% Epoch 21, Batch 130049 -Loss: 0.0387 Validation Accuracy: 94.149660% Epoch 21, Batch 130177 -Loss: 0.0571 Validation Accuracy: 93.922902% Epoch 21, Batch 130305 -Loss: 0.0641 Validation Accuracy: 94.376417% Epoch 21, Batch 130433 -Loss: 0.0546 Validation Accuracy: 93.968254% Epoch 21, Batch 130561 -Loss: 0.0683 Validation Accuracy: 94.285714% Epoch 21, Batch 130689 -Loss: 0.0644 Validation Accuracy: 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-Loss: 0.0833 Validation Accuracy: 93.900227% Epoch 21, Batch 132737 -Loss: 0.0611 Validation Accuracy: 93.968254% Epoch 21, Batch 132865 -Loss: 0.0586 Validation Accuracy: 94.217687% Epoch 21, Batch 132993 -Loss: 0.1097 Validation Accuracy: 94.240363% Epoch 21, Batch 133121 -Loss: 0.0588 Validation Accuracy: 94.308390% Epoch 21, Batch 133249 -Loss: 0.0281 Validation Accuracy: 93.900227% Epoch 21, Batch 133377 -Loss: 0.1122 Validation Accuracy: 94.104308% Epoch 21, Batch 133505 -Loss: 0.0618 Validation Accuracy: 93.832200% Epoch 21, Batch 133633 -Loss: 0.0591 Validation Accuracy: 93.696145% Epoch 21, Batch 133761 -Loss: 0.0637 Validation Accuracy: 93.900227% Epoch 21, Batch 133889 -Loss: 0.0076 Validation Accuracy: 93.877551% Epoch 21, Batch 134017 -Loss: 0.0211 Validation Accuracy: 93.764172% Epoch 21, Batch 134145 -Loss: 0.0839 Validation Accuracy: 94.081633% Epoch 21, Batch 134273 -Loss: 0.1497 Validation Accuracy: 93.990930% Epoch 21, Batch 134401 -Loss: 0.0628 Validation Accuracy: 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-Loss: 0.0873 Validation Accuracy: 93.809524% Epoch 21, Batch 136449 -Loss: 0.0552 Validation Accuracy: 93.877551% Epoch 21, Batch 136577 -Loss: 0.1157 Validation Accuracy: 93.832200% Epoch 21, Batch 136705 -Loss: 0.0576 Validation Accuracy: 94.149660% Epoch 21, Batch 136833 -Loss: 0.0444 Validation Accuracy: 94.308390% Epoch 21, Batch 136961 -Loss: 0.0688 Validation Accuracy: 94.149660% Epoch 21, Batch 137089 -Loss: 0.0829 Validation Accuracy: 93.922903% Epoch 21, Batch 137217 -Loss: 0.0965 Validation Accuracy: 94.036281% Epoch 21, Batch 137345 -Loss: 0.0311 Validation Accuracy: 94.036281% Epoch 21, Batch 137473 -Loss: 0.0597 Validation Accuracy: 94.308390% Epoch 21, Batch 137601 -Loss: 0.0213 Validation Accuracy: 94.353742% Epoch 21, Batch 137729 -Loss: 0.1166 Validation Accuracy: 94.399093% Epoch 21, Batch 137857 -Loss: 0.0242 Validation Accuracy: 93.809524% Epoch 21, Batch 137985 -Loss: 0.0703 Validation Accuracy: 94.217687% Epoch 21, Batch 138113 -Loss: 0.0703 Validation Accuracy: 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-Loss: 0.0510 Validation Accuracy: 93.990930% Epoch 21, Batch 140161 -Loss: 0.0682 Validation Accuracy: 93.605442% Epoch 21, Batch 140289 -Loss: 0.0167 Validation Accuracy: 93.809524% Epoch 21, Batch 140417 -Loss: 0.0651 Validation Accuracy: 94.126984% Epoch 21, Batch 140545 -Loss: 0.0430 Validation Accuracy: 94.104308% Epoch 21, Batch 140673 -Loss: 0.0616 Validation Accuracy: 93.605442% Epoch 21, Batch 140801 -Loss: 0.1004 Validation Accuracy: 93.832200% Epoch 21, Batch 140929 -Loss: 0.0627 Validation Accuracy: 93.446712% Epoch 21, Batch 141057 -Loss: 0.0486 Validation Accuracy: 94.058957% Epoch 21, Batch 141185 -Loss: 0.0534 Validation Accuracy: 93.537415% Epoch 21, Batch 141313 -Loss: 0.0911 Validation Accuracy: 93.560091% Epoch 21, Batch 141441 -Loss: 0.0624 Validation Accuracy: 93.718821% Epoch 21, Batch 141569 -Loss: 0.0838 Validation Accuracy: 93.650794% Epoch 21, Batch 141697 -Loss: 0.0522 Validation Accuracy: 93.786848% Epoch 21, Batch 141825 -Loss: 0.1698 Validation Accuracy: 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-Loss: 0.0217 Validation Accuracy: 93.945578% Epoch 21, Batch 143873 -Loss: 0.1294 Validation Accuracy: 93.786848% Epoch 21, Batch 144001 -Loss: 0.1033 Validation Accuracy: 93.605442% Epoch 21, Batch 144129 -Loss: 0.0988 Validation Accuracy: 94.104308% Epoch 21, Batch 144257 -Loss: 0.1841 Validation Accuracy: 94.104308% Epoch 21, Batch 144385 -Loss: 0.0715 Validation Accuracy: 94.285714% Epoch 21, Batch 144513 -Loss: 0.0149 Validation Accuracy: 93.854875% Epoch 21, Batch 144641 -Loss: 0.0867 Validation Accuracy: 93.741497% Epoch 21, Batch 144769 -Loss: 0.0960 Validation Accuracy: 93.469388% Epoch 21, Batch 144897 -Loss: 0.0473 Validation Accuracy: 93.718821% Epoch 21, Batch 145025 -Loss: 0.0895 Validation Accuracy: 94.240363% Epoch 21, Batch 145153 -Loss: 0.0469 Validation Accuracy: 94.013605% Epoch 21, Batch 145281 -Loss: 0.0674 Validation Accuracy: 93.832200% Epoch 21, Batch 145409 -Loss: 0.1270 Validation Accuracy: 93.809524% Epoch 21, Batch 145537 -Loss: 0.0936 Validation Accuracy: 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-Loss: 0.1077 Validation Accuracy: 94.126984% Epoch 21, Batch 147585 -Loss: 0.0498 Validation Accuracy: 93.922903% Epoch 21, Batch 147713 -Loss: 0.1126 Validation Accuracy: 93.832200% Epoch 21, Batch 147841 -Loss: 0.0884 Validation Accuracy: 94.036281% Epoch 21, Batch 147969 -Loss: 0.0480 Validation Accuracy: 94.285714% Epoch 21, Batch 148097 -Loss: 0.0985 Validation Accuracy: 93.809524% Epoch 21, Batch 148225 -Loss: 0.0874 Validation Accuracy: 94.172336% Epoch 21, Batch 148353 -Loss: 0.0998 Validation Accuracy: 93.650794% Epoch 21, Batch 148481 -Loss: 0.0886 Validation Accuracy: 93.832200% Epoch 21, Batch 148609 -Loss: 0.0232 Validation Accuracy: 93.832200% Epoch 21, Batch 148737 -Loss: 0.0351 Validation Accuracy: 94.172336% Epoch 21, Batch 148865 -Loss: 0.0911 Validation Accuracy: 93.877551% Epoch 21, Batch 148993 -Loss: 0.0715 Validation Accuracy: 94.081633% Epoch 21, Batch 149121 -Loss: 0.0391 Validation Accuracy: 93.650794% Epoch 21, Batch 149249 -Loss: 0.0308 Validation Accuracy: 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-Loss: 0.0133 Validation Accuracy: 93.945578% Epoch 21, Batch 151297 -Loss: 0.0415 Validation Accuracy: 93.968254% Epoch 21, Batch 151425 -Loss: 0.0739 Validation Accuracy: 93.809524% Epoch 21, Batch 151553 -Loss: 0.0742 Validation Accuracy: 93.356009% Epoch 21, Batch 151681 -Loss: 0.0475 Validation Accuracy: 93.650794% Epoch 21, Batch 151809 -Loss: 0.0731 Validation Accuracy: 93.492063% Epoch 21, Batch 151937 -Loss: 0.0859 Validation Accuracy: 93.492064% Epoch 21, Batch 152065 -Loss: 0.1121 Validation Accuracy: 93.310658% Epoch 21, Batch 152193 -Loss: 0.0270 Validation Accuracy: 94.081633% Epoch 21, Batch 152321 -Loss: 0.0927 Validation Accuracy: 93.401361% Epoch 21, Batch 152449 -Loss: 0.1027 Validation Accuracy: 93.922902% Epoch 21, Batch 152577 -Loss: 0.0855 Validation Accuracy: 93.605442% Epoch 21, Batch 152705 -Loss: 0.0818 Validation Accuracy: 93.854875% Epoch 21, Batch 152833 -Loss: 0.1399 Validation Accuracy: 93.151927% Epoch 21, Batch 152961 -Loss: 0.0162 Validation Accuracy: 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-Loss: 0.0540 Validation Accuracy: 93.854875% Epoch 21, Batch 155009 -Loss: 0.1217 Validation Accuracy: 93.628118% Epoch 21, Batch 155137 -Loss: 0.0727 Validation Accuracy: 93.922902% Epoch 21, Batch 155265 -Loss: 0.0612 Validation Accuracy: 93.650794% Epoch 21, Batch 155393 -Loss: 0.0747 Validation Accuracy: 93.900227% Epoch 21, Batch 155521 -Loss: 0.0844 Validation Accuracy: 93.333333% Epoch 21, Batch 155649 -Loss: 0.0854 Validation Accuracy: 93.786848% Epoch 21, Batch 155777 -Loss: 0.0774 Validation Accuracy: 93.764172% Epoch 21, Batch 155905 -Loss: 0.1135 Validation Accuracy: 93.605442% Epoch 21, Batch 156033 -Loss: 0.0139 Validation Accuracy: 93.786848% Epoch 21, Batch 156161 -Loss: 0.1265 Validation Accuracy: 93.582766% Epoch 21, Batch 156289 -Loss: 0.0265 Validation Accuracy: 93.424036% Epoch 21, Batch 156417 -Loss: 0.1479 Validation Accuracy: 93.741497% Epoch 21, Batch 156545 -Loss: 0.1000 Validation Accuracy: 93.854875% Epoch 21, Batch 156673 -Loss: 0.0401 Validation Accuracy: 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-Loss: 0.0542 Validation Accuracy: 93.673469% Epoch 21, Batch 158721 -Loss: 0.1263 Validation Accuracy: 93.718821% Epoch 21, Batch 158849 -Loss: 0.0718 Validation Accuracy: 93.673469% Epoch 21, Batch 158977 -Loss: 0.0347 Validation Accuracy: 93.628118% Epoch 21, Batch 159105 -Loss: 0.0323 Validation Accuracy: 93.582766% Epoch 21, Batch 159233 -Loss: 0.0414 Validation Accuracy: 93.786848% Epoch 21, Batch 159361 -Loss: 0.0755 Validation Accuracy: 93.877551% Epoch 21, Batch 159489 -Loss: 0.0463 Validation Accuracy: 93.696145% Epoch 21, Batch 159617 -Loss: 0.1859 Validation Accuracy: 94.104308% Epoch 21, Batch 159745 -Loss: 0.1222 Validation Accuracy: 93.401361% Epoch 21, Batch 159873 -Loss: 0.0371 Validation Accuracy: 93.877551% Epoch 21, Batch 160001 -Loss: 0.1108 Validation Accuracy: 94.172336% Epoch 21, Batch 160129 -Loss: 0.0438 Validation Accuracy: 93.809524% Epoch 21, Batch 160257 -Loss: 0.1089 Validation Accuracy: 93.333333% Epoch 21, Batch 160385 -Loss: 0.0722 Validation Accuracy: 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-Loss: 0.0912 Validation Accuracy: 93.061224% Epoch 21, Batch 162433 -Loss: 0.0303 Validation Accuracy: 93.718821% Epoch 21, Batch 162561 -Loss: 0.0718 Validation Accuracy: 93.333333% Epoch 21, Batch 162689 -Loss: 0.1573 Validation Accuracy: 93.514739% Epoch 21, Batch 162817 -Loss: 0.0839 Validation Accuracy: 93.401361% Epoch 21, Batch 162945 -Loss: 0.0408 Validation Accuracy: 93.333333% Epoch 21, Batch 163073 -Loss: 0.1843 Validation Accuracy: 93.469388% Epoch 21, Batch 163201 -Loss: 0.1044 Validation Accuracy: 93.219955% Epoch 21, Batch 163329 -Loss: 0.0107 Validation Accuracy: 92.925170% Epoch 21, Batch 163457 -Loss: 0.0570 Validation Accuracy: 93.718821% Epoch 21, Batch 163585 -Loss: 0.0276 Validation Accuracy: 93.741497% Epoch 21, Batch 163713 -Loss: 0.1002 Validation Accuracy: 94.331066% Epoch 21, Batch 163841 -Loss: 0.0666 Validation Accuracy: 94.285714% Epoch 21, Batch 163969 -Loss: 0.1075 Validation Accuracy: 93.605442% Epoch 21, Batch 164097 -Loss: 0.0605 Validation Accuracy: 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-Loss: 0.0932 Validation Accuracy: 93.673469% Epoch 21, Batch 166145 -Loss: 0.0441 Validation Accuracy: 93.786848% Epoch 21, Batch 166273 -Loss: 0.0328 Validation Accuracy: 94.036281% Epoch 21, Batch 166401 -Loss: 0.0553 Validation Accuracy: 93.741497% Epoch 21, Batch 166529 -Loss: 0.1440 Validation Accuracy: 94.331066% Epoch 21, Batch 166657 -Loss: 0.0539 Validation Accuracy: 94.126984% Epoch 21, Batch 166785 -Loss: 0.1916 Validation Accuracy: 94.285714% Epoch 21, Batch 166913 -Loss: 0.0441 Validation Accuracy: 94.308390% Epoch 21, Batch 167041 -Loss: 0.0347 Validation Accuracy: 94.263039% Epoch 21, Batch 167169 -Loss: 0.0691 Validation Accuracy: 94.421769% Epoch 21, Batch 167297 -Loss: 0.0956 Validation Accuracy: 94.671202% Epoch 21, Batch 167425 -Loss: 0.0554 Validation Accuracy: 94.263039% Epoch 21, Batch 167553 -Loss: 0.1179 Validation Accuracy: 94.625850% Epoch 21, Batch 167681 -Loss: 0.0427 Validation Accuracy: 94.331066% Epoch 21, Batch 167809 -Loss: 0.0804 Validation Accuracy: 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-Loss: 0.0822 Validation Accuracy: 93.673469% Epoch 21, Batch 169857 -Loss: 0.0424 Validation Accuracy: 93.537415% Epoch 21, Batch 169985 -Loss: 0.0973 Validation Accuracy: 93.832200% Epoch 21, Batch 170113 -Loss: 0.1404 Validation Accuracy: 93.900227% Epoch 21, Batch 170241 -Loss: 0.1354 Validation Accuracy: 93.718821% Epoch 21, Batch 170369 -Loss: 0.1065 Validation Accuracy: 93.741497% Epoch 21, Batch 170497 -Loss: 0.0383 Validation Accuracy: 93.673469% Epoch 21, Batch 170625 -Loss: 0.0238 Validation Accuracy: 94.308390% Epoch 21, Batch 170753 -Loss: 0.0384 Validation Accuracy: 94.058957% Epoch 21, Batch 170881 -Loss: 0.0288 Validation Accuracy: 94.331066% Epoch 21, Batch 171009 -Loss: 0.1737 Validation Accuracy: 94.058957% Epoch 21, Batch 171137 -Loss: 0.0267 Validation Accuracy: 93.786848% Epoch 21, Batch 171265 -Loss: 0.1821 Validation Accuracy: 93.832200% Epoch 21, Batch 171393 -Loss: 0.0588 Validation Accuracy: 93.764172% Epoch 21, Batch 171521 -Loss: 0.0254 Validation Accuracy: 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-Loss: 0.0459 Validation Accuracy: 93.786848% Epoch 21, Batch 173569 -Loss: 0.0398 Validation Accuracy: 93.718821% Epoch 21, Batch 173697 -Loss: 0.0425 Validation Accuracy: 93.809524% Epoch 21, Batch 173825 -Loss: 0.0854 Validation Accuracy: 93.764172% Epoch 21, Batch 173953 -Loss: 0.0324 Validation Accuracy: 94.195011% Epoch 21, Batch 174081 -Loss: 0.0830 Validation Accuracy: 94.172336% Epoch 21, Batch 174209 -Loss: 0.0849 Validation Accuracy: 94.013605% Epoch 21, Batch 174337 -Loss: 0.1325 Validation Accuracy: 94.126984% Epoch 21, Batch 174465 -Loss: 0.0364 Validation Accuracy: 94.036281% Epoch 21, Batch 174593 -Loss: 0.0927 Validation Accuracy: 94.149660% Epoch 21, Batch 174721 -Loss: 0.0187 Validation Accuracy: 94.104308% Epoch 21, Batch 174849 -Loss: 0.0725 Validation Accuracy: 94.467120% Epoch 21, Batch 174977 -Loss: 0.0439 Validation Accuracy: 94.126984% Epoch 21, Batch 175105 -Loss: 0.0732 Validation Accuracy: 94.081633% Epoch 21, Batch 175233 -Loss: 0.0539 Validation Accuracy: 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-Loss: 0.0443 Validation Accuracy: 94.285714% Epoch 21, Batch 177281 -Loss: 0.0634 Validation Accuracy: 93.832200% Epoch 21, Batch 177409 -Loss: 0.0308 Validation Accuracy: 93.514739% Epoch 21, Batch 177537 -Loss: 0.0566 Validation Accuracy: 94.149660% Epoch 21, Batch 177665 -Loss: 0.0386 Validation Accuracy: 93.877551% Epoch 21, Batch 177793 -Loss: 0.0606 Validation Accuracy: 94.421769% Epoch 21, Batch 177921 -Loss: 0.0836 Validation Accuracy: 93.582766% Epoch 21, Batch 178049 -Loss: 0.0447 Validation Accuracy: 93.673469% Epoch 21, Batch 178177 -Loss: 0.0798 Validation Accuracy: 93.560091% Epoch 21, Batch 178305 -Loss: 0.1312 Validation Accuracy: 93.877551% Epoch 21, Batch 178433 -Loss: 0.0876 Validation Accuracy: 93.650794% Epoch 21, Batch 178561 -Loss: 0.0868 Validation Accuracy: 93.560091% Epoch 21, Batch 178689 -Loss: 0.0295 Validation Accuracy: 93.265306% Epoch 21, Batch 178817 -Loss: 0.0397 Validation Accuracy: 93.786848% Epoch 21, Batch 178945 -Loss: 0.1170 Validation Accuracy: 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-Loss: 0.0757 Validation Accuracy: 93.718821% Epoch 21, Batch 180993 -Loss: 0.0734 Validation Accuracy: 93.696145% Epoch 21, Batch 181121 -Loss: 0.0453 Validation Accuracy: 93.469388% Epoch 21, Batch 181249 -Loss: 0.0757 Validation Accuracy: 93.673469% Epoch 21, Batch 181377 -Loss: 0.0623 Validation Accuracy: 93.718821% Epoch 21, Batch 181505 -Loss: 0.0423 Validation Accuracy: 93.809524% Epoch 21, Batch 181633 -Loss: 0.1103 Validation Accuracy: 93.741497% Epoch 21, Batch 181761 -Loss: 0.0066 Validation Accuracy: 94.058957% Epoch 21, Batch 181889 -Loss: 0.1024 Validation Accuracy: 93.605442% Epoch 21, Batch 182017 -Loss: 0.1260 Validation Accuracy: 93.628118% Epoch 21, Batch 182145 -Loss: 0.1362 Validation Accuracy: 93.673469% Epoch 21, Batch 182273 -Loss: 0.0326 Validation Accuracy: 93.900227% Epoch 21, Batch 182401 -Loss: 0.0729 Validation Accuracy: 94.217687% Epoch 21, Batch 182529 -Loss: 0.0470 Validation Accuracy: 94.036281% Epoch 21, Batch 182657 -Loss: 0.0398 Validation Accuracy: 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-Loss: 0.2159 Validation Accuracy: 93.514739% Epoch 21, Batch 184705 -Loss: 0.0532 Validation Accuracy: 93.560091% Epoch 21, Batch 184833 -Loss: 0.0379 Validation Accuracy: 93.922902% Epoch 21, Batch 184961 -Loss: 0.0332 Validation Accuracy: 94.058957% Epoch 21, Batch 185089 -Loss: 0.0713 Validation Accuracy: 93.945578% Epoch 21, Batch 185217 -Loss: 0.1089 Validation Accuracy: 93.718821% Epoch 21, Batch 185345 -Loss: 0.1294 Validation Accuracy: 93.696145% Epoch 21, Batch 185473 -Loss: 0.0406 Validation Accuracy: 94.013605% Epoch 21, Batch 185601 -Loss: 0.1566 Validation Accuracy: 93.945578% Epoch 21, Batch 185729 -Loss: 0.0149 Validation Accuracy: 93.809524% Epoch 21, Batch 185857 -Loss: 0.0451 Validation Accuracy: 94.172336% Epoch 21, Batch 185985 -Loss: 0.0662 Validation Accuracy: 94.081633% Epoch 21, Batch 186113 -Loss: 0.0711 Validation Accuracy: 93.990930% Epoch 21, Batch 186241 -Loss: 0.1297 Validation Accuracy: 94.421769% Epoch 21, Batch 186369 -Loss: 0.1457 Validation Accuracy: 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-Loss: 0.1694 Validation Accuracy: 93.718821% Epoch 21, Batch 188417 -Loss: 0.0359 Validation Accuracy: 93.673469% Epoch 21, Batch 188545 -Loss: 0.0294 Validation Accuracy: 93.492064% Epoch 21, Batch 188673 -Loss: 0.0553 Validation Accuracy: 93.877551% Epoch 21, Batch 188801 -Loss: 0.0597 Validation Accuracy: 93.832200% Epoch 21, Batch 188929 -Loss: 0.0618 Validation Accuracy: 94.013605% Epoch 21, Batch 189057 -Loss: 0.0922 Validation Accuracy: 93.968254% Epoch 21, Batch 189185 -Loss: 0.0604 Validation Accuracy: 93.741497% Epoch 21, Batch 189313 -Loss: 0.0288 Validation Accuracy: 94.058957% Epoch 21, Batch 189441 -Loss: 0.0677 Validation Accuracy: 94.013605% Epoch 21, Batch 189569 -Loss: 0.0874 Validation Accuracy: 94.308390% Epoch 21, Batch 189697 -Loss: 0.1163 Validation Accuracy: 93.900227% Epoch 21, Batch 189825 -Loss: 0.1209 Validation Accuracy: 93.673469% Epoch 21, Batch 189953 -Loss: 0.0535 Validation Accuracy: 93.446712% Epoch 21, Batch 190081 -Loss: 0.0455 Validation Accuracy: 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-Loss: 0.0478 Validation Accuracy: 94.126984% Epoch 21, Batch 203265 -Loss: 0.0564 Validation Accuracy: 93.764172% Epoch 21, Batch 203393 -Loss: 0.0446 Validation Accuracy: 93.741497% Epoch 21, Batch 203521 -Loss: 0.0767 Validation Accuracy: 94.308390% Epoch 21, Batch 203649 -Loss: 0.0521 Validation Accuracy: 94.217687% Epoch 21, Batch 203777 -Loss: 0.0553 Validation Accuracy: 94.126984% Epoch 21, Batch 203905 -Loss: 0.0987 Validation Accuracy: 94.195011% Epoch 21, Batch 204033 -Loss: 0.0251 Validation Accuracy: 94.149660% Epoch 21, Batch 204161 -Loss: 0.0209 Validation Accuracy: 93.832200% Epoch 21, Batch 204289 -Loss: 0.0505 Validation Accuracy: 94.421769% Epoch 21, Batch 204417 -Loss: 0.0995 Validation Accuracy: 94.195011% Epoch 21, Batch 204545 -Loss: 0.0660 Validation Accuracy: 94.512472% Epoch 21, Batch 204673 -Loss: 0.0633 Validation Accuracy: 94.036281% Epoch 21, Batch 204801 -Loss: 0.1053 Validation Accuracy: 94.172336% Epoch 21, Batch 204929 -Loss: 0.0283 Validation Accuracy: 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-Loss: 0.0402 Validation Accuracy: 94.081633% Epoch 21, Batch 206977 -Loss: 0.0659 Validation Accuracy: 94.081633% Epoch 21, Batch 207105 -Loss: 0.0278 Validation Accuracy: 94.149660% Epoch 21, Batch 207233 -Loss: 0.0531 Validation Accuracy: 93.650794% Epoch 21, Batch 207361 -Loss: 0.0654 Validation Accuracy: 94.240363% Epoch 21, Batch 207489 -Loss: 0.0208 Validation Accuracy: 93.673469% Epoch 21, Batch 207617 -Loss: 0.0792 Validation Accuracy: 94.126984% Epoch 21, Batch 207745 -Loss: 0.0965 Validation Accuracy: 94.149660% Epoch 21, Batch 207873 -Loss: 0.1751 Validation Accuracy: 94.058957% Epoch 21, Batch 208001 -Loss: 0.1184 Validation Accuracy: 94.285714% Epoch 21, Batch 208129 -Loss: 0.1003 Validation Accuracy: 94.331066% Epoch 21, Batch 208257 -Loss: 0.1737 Validation Accuracy: 93.900227% Epoch 21, Batch 208385 -Loss: 0.1024 Validation Accuracy: 94.263039% Epoch 21, Batch 208513 -Loss: 0.1236 Validation Accuracy: 94.104308% Epoch 21, Batch 208641 -Loss: 0.0739 Validation Accuracy: 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Validation Accuracy: 93.673469% Epoch 22, Batch 5633 -Loss: 0.0325 Validation Accuracy: 94.013605% Epoch 22, Batch 5761 -Loss: 0.0310 Validation Accuracy: 93.582766% Epoch 22, Batch 5889 -Loss: 0.0750 Validation Accuracy: 94.263039% Epoch 22, Batch 6017 -Loss: 0.1340 Validation Accuracy: 93.560091% Epoch 22, Batch 6145 -Loss: 0.0759 Validation Accuracy: 93.922902% Epoch 22, Batch 6273 -Loss: 0.1569 Validation Accuracy: 93.650794% Epoch 22, Batch 6401 -Loss: 0.1157 Validation Accuracy: 93.809524% Epoch 22, Batch 6529 -Loss: 0.0640 Validation Accuracy: 93.922903% Epoch 22, Batch 6657 -Loss: 0.0674 Validation Accuracy: 93.832200% Epoch 22, Batch 6785 -Loss: 0.0663 Validation Accuracy: 94.104308% Epoch 22, Batch 6913 -Loss: 0.0773 Validation Accuracy: 93.877551% Epoch 22, Batch 7041 -Loss: 0.0692 Validation Accuracy: 93.877551% Epoch 22, Batch 7169 -Loss: 0.0668 Validation Accuracy: 93.877551% Epoch 22, Batch 7297 -Loss: 0.0167 Validation Accuracy: 93.718821% Epoch 22, Batch 7425 -Loss: 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-Loss: 0.0467 Validation Accuracy: 93.900227% Epoch 22, Batch 9473 -Loss: 0.0226 Validation Accuracy: 94.376417% Epoch 22, Batch 9601 -Loss: 0.0361 Validation Accuracy: 93.696145% Epoch 22, Batch 9729 -Loss: 0.0519 Validation Accuracy: 93.900227% Epoch 22, Batch 9857 -Loss: 0.0380 Validation Accuracy: 93.900227% Epoch 22, Batch 9985 -Loss: 0.0716 Validation Accuracy: 93.990930% Epoch 22, Batch 10113 -Loss: 0.1054 Validation Accuracy: 93.446712% Epoch 22, Batch 10241 -Loss: 0.0809 Validation Accuracy: 93.673469% Epoch 22, Batch 10369 -Loss: 0.1254 Validation Accuracy: 94.013605% Epoch 22, Batch 10497 -Loss: 0.0623 Validation Accuracy: 93.832200% Epoch 22, Batch 10625 -Loss: 0.0670 Validation Accuracy: 93.718821% Epoch 22, Batch 10753 -Loss: 0.0576 Validation Accuracy: 93.673469% Epoch 22, Batch 10881 -Loss: 0.0528 Validation Accuracy: 93.673469% Epoch 22, Batch 11009 -Loss: 0.0568 Validation Accuracy: 93.741497% Epoch 22, Batch 11137 -Loss: 0.0431 Validation Accuracy: 93.809524% Epoch 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-Loss: 0.0571 Validation Accuracy: 93.990930% Epoch 22, Batch 15105 -Loss: 0.1478 Validation Accuracy: 93.560091% Epoch 22, Batch 15233 -Loss: 0.0705 Validation Accuracy: 94.081633% Epoch 22, Batch 15361 -Loss: 0.0344 Validation Accuracy: 93.673469% Epoch 22, Batch 15489 -Loss: 0.0856 Validation Accuracy: 93.560091% Epoch 22, Batch 15617 -Loss: 0.0380 Validation Accuracy: 93.605442% Epoch 22, Batch 15745 -Loss: 0.0590 Validation Accuracy: 93.582766% Epoch 22, Batch 15873 -Loss: 0.1035 Validation Accuracy: 93.832200% Epoch 22, Batch 16001 -Loss: 0.0712 Validation Accuracy: 93.424036% Epoch 22, Batch 16129 -Loss: 0.0861 Validation Accuracy: 93.809524% Epoch 22, Batch 16257 -Loss: 0.0388 Validation Accuracy: 93.514739% Epoch 22, Batch 16385 -Loss: 0.0465 Validation Accuracy: 93.287982% Epoch 22, Batch 16513 -Loss: 0.0534 Validation Accuracy: 93.333333% Epoch 22, Batch 16641 -Loss: 0.0644 Validation Accuracy: 93.333333% Epoch 22, Batch 16769 -Loss: 0.0597 Validation Accuracy: 93.401361% 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-Loss: 0.0425 Validation Accuracy: 94.036281% Epoch 22, Batch 20737 -Loss: 0.0938 Validation Accuracy: 94.013605% Epoch 22, Batch 20865 -Loss: 0.0303 Validation Accuracy: 94.308390% Epoch 22, Batch 20993 -Loss: 0.0157 Validation Accuracy: 94.104308% Epoch 22, Batch 21121 -Loss: 0.0265 Validation Accuracy: 94.217687% Epoch 22, Batch 21249 -Loss: 0.0500 Validation Accuracy: 94.126984% Epoch 22, Batch 21377 -Loss: 0.0556 Validation Accuracy: 93.764172% Epoch 22, Batch 21505 -Loss: 0.1336 Validation Accuracy: 94.058957% Epoch 22, Batch 21633 -Loss: 0.0507 Validation Accuracy: 94.240363% Epoch 22, Batch 21761 -Loss: 0.0989 Validation Accuracy: 93.900227% Epoch 22, Batch 21889 -Loss: 0.1344 Validation Accuracy: 94.308390% Epoch 22, Batch 22017 -Loss: 0.0646 Validation Accuracy: 93.854875% Epoch 22, Batch 22145 -Loss: 0.0415 Validation Accuracy: 93.968254% Epoch 22, Batch 22273 -Loss: 0.0962 Validation Accuracy: 94.036281% Epoch 22, Batch 22401 -Loss: 0.1375 Validation Accuracy: 94.172336% 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-Loss: 0.0821 Validation Accuracy: 94.444444% Epoch 22, Batch 26369 -Loss: 0.0460 Validation Accuracy: 93.718821% Epoch 22, Batch 26497 -Loss: 0.0534 Validation Accuracy: 94.263039% Epoch 22, Batch 26625 -Loss: 0.1372 Validation Accuracy: 93.968254% Epoch 22, Batch 26753 -Loss: 0.0557 Validation Accuracy: 94.195011% Epoch 22, Batch 26881 -Loss: 0.0323 Validation Accuracy: 94.376417% Epoch 22, Batch 27009 -Loss: 0.1054 Validation Accuracy: 94.308390% Epoch 22, Batch 27137 -Loss: 0.0242 Validation Accuracy: 93.696145% Epoch 22, Batch 27265 -Loss: 0.0172 Validation Accuracy: 94.104308% Epoch 22, Batch 27393 -Loss: 0.1128 Validation Accuracy: 94.036281% Epoch 22, Batch 27521 -Loss: 0.0726 Validation Accuracy: 94.761905% Epoch 22, Batch 27649 -Loss: 0.0851 Validation Accuracy: 94.308390% Epoch 22, Batch 27777 -Loss: 0.0563 Validation Accuracy: 94.353741% Epoch 22, Batch 27905 -Loss: 0.0747 Validation Accuracy: 94.126984% Epoch 22, Batch 28033 -Loss: 0.0558 Validation Accuracy: 94.013605% 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-Loss: 0.0672 Validation Accuracy: 94.353742% Epoch 22, Batch 32001 -Loss: 0.0232 Validation Accuracy: 94.761905% Epoch 22, Batch 32129 -Loss: 0.0700 Validation Accuracy: 93.945578% Epoch 22, Batch 32257 -Loss: 0.1080 Validation Accuracy: 93.877551% Epoch 22, Batch 32385 -Loss: 0.0150 Validation Accuracy: 93.990930% Epoch 22, Batch 32513 -Loss: 0.1170 Validation Accuracy: 94.104308% Epoch 22, Batch 32641 -Loss: 0.1153 Validation Accuracy: 94.081633% Epoch 22, Batch 32769 -Loss: 0.0383 Validation Accuracy: 94.172336% Epoch 22, Batch 32897 -Loss: 0.1036 Validation Accuracy: 94.535147% Epoch 22, Batch 33025 -Loss: 0.1450 Validation Accuracy: 94.081633% Epoch 22, Batch 33153 -Loss: 0.0833 Validation Accuracy: 94.353742% Epoch 22, Batch 33281 -Loss: 0.0321 Validation Accuracy: 94.331066% Epoch 22, Batch 33409 -Loss: 0.1526 Validation Accuracy: 94.285714% Epoch 22, Batch 33537 -Loss: 0.1391 Validation Accuracy: 93.832200% Epoch 22, Batch 33665 -Loss: 0.0312 Validation Accuracy: 93.990930% 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-Loss: 0.0634 Validation Accuracy: 94.195011% Epoch 22, Batch 37633 -Loss: 0.1074 Validation Accuracy: 94.126984% Epoch 22, Batch 37761 -Loss: 0.0407 Validation Accuracy: 93.968254% Epoch 22, Batch 37889 -Loss: 0.0119 Validation Accuracy: 94.263039% Epoch 22, Batch 38017 -Loss: 0.0395 Validation Accuracy: 94.058957% Epoch 22, Batch 38145 -Loss: 0.1281 Validation Accuracy: 93.696145% Epoch 22, Batch 38273 -Loss: 0.1198 Validation Accuracy: 93.877551% Epoch 22, Batch 38401 -Loss: 0.0375 Validation Accuracy: 93.854875% Epoch 22, Batch 38529 -Loss: 0.0653 Validation Accuracy: 94.195011% Epoch 22, Batch 38657 -Loss: 0.0850 Validation Accuracy: 93.764172% Epoch 22, Batch 38785 -Loss: 0.0757 Validation Accuracy: 94.353741% Epoch 22, Batch 38913 -Loss: 0.0533 Validation Accuracy: 93.741497% Epoch 22, Batch 39041 -Loss: 0.1023 Validation Accuracy: 94.104308% Epoch 22, Batch 39169 -Loss: 0.0211 Validation Accuracy: 93.786848% Epoch 22, Batch 39297 -Loss: 0.1083 Validation Accuracy: 94.467120% 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-Loss: 0.0706 Validation Accuracy: 94.353741% Epoch 22, Batch 43265 -Loss: 0.0313 Validation Accuracy: 94.285714% Epoch 22, Batch 43393 -Loss: 0.0621 Validation Accuracy: 94.036281% Epoch 22, Batch 43521 -Loss: 0.0724 Validation Accuracy: 94.353741% Epoch 22, Batch 43649 -Loss: 0.0727 Validation Accuracy: 94.217687% Epoch 22, Batch 43777 -Loss: 0.0524 Validation Accuracy: 94.353741% Epoch 22, Batch 43905 -Loss: 0.0264 Validation Accuracy: 94.217687% Epoch 22, Batch 44033 -Loss: 0.0989 Validation Accuracy: 93.968254% Epoch 22, Batch 44161 -Loss: 0.0669 Validation Accuracy: 94.263039% Epoch 22, Batch 44289 -Loss: 0.1251 Validation Accuracy: 94.058957% Epoch 22, Batch 44417 -Loss: 0.0871 Validation Accuracy: 94.217687% Epoch 22, Batch 44545 -Loss: 0.0107 Validation Accuracy: 93.673469% Epoch 22, Batch 44673 -Loss: 0.1159 Validation Accuracy: 94.172336% Epoch 22, Batch 44801 -Loss: 0.0867 Validation Accuracy: 94.126984% Epoch 22, Batch 44929 -Loss: 0.0262 Validation Accuracy: 94.195011% 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-Loss: 0.0646 Validation Accuracy: 94.761905% Epoch 22, Batch 48897 -Loss: 0.1512 Validation Accuracy: 94.535147% Epoch 22, Batch 49025 -Loss: 0.0474 Validation Accuracy: 94.535147% Epoch 22, Batch 49153 -Loss: 0.0651 Validation Accuracy: 94.331066% Epoch 22, Batch 49281 -Loss: 0.1004 Validation Accuracy: 94.240363% Epoch 22, Batch 49409 -Loss: 0.1089 Validation Accuracy: 94.489796% Epoch 22, Batch 49537 -Loss: 0.0358 Validation Accuracy: 94.580499% Epoch 22, Batch 49665 -Loss: 0.0976 Validation Accuracy: 94.013605% Epoch 22, Batch 49793 -Loss: 0.0582 Validation Accuracy: 94.013605% Epoch 22, Batch 49921 -Loss: 0.0496 Validation Accuracy: 94.444444% Epoch 22, Batch 50049 -Loss: 0.0693 Validation Accuracy: 94.308390% Epoch 22, Batch 50177 -Loss: 0.0524 Validation Accuracy: 94.285714% Epoch 22, Batch 50305 -Loss: 0.0324 Validation Accuracy: 93.764172% Epoch 22, Batch 50433 -Loss: 0.0609 Validation Accuracy: 93.741497% Epoch 22, Batch 50561 -Loss: 0.0772 Validation Accuracy: 94.081633% Epoch 22, Batch 50689 -Loss: 0.0337 Validation Accuracy: 93.492063% Epoch 22, Batch 50817 -Loss: 0.0379 Validation Accuracy: 93.764172% Epoch 22, Batch 50945 -Loss: 0.0727 Validation Accuracy: 93.718821% Epoch 22, Batch 51073 -Loss: 0.1188 Validation Accuracy: 93.560091% Epoch 22, Batch 51201 -Loss: 0.0603 Validation Accuracy: 93.809524% Epoch 22, Batch 51329 -Loss: 0.0537 Validation Accuracy: 93.537415% Epoch 22, Batch 51457 -Loss: 0.1022 Validation Accuracy: 93.446712% Epoch 22, Batch 51585 -Loss: 0.0698 Validation Accuracy: 93.809524% Epoch 22, Batch 51713 -Loss: 0.0107 Validation Accuracy: 93.854875% Epoch 22, Batch 51841 -Loss: 0.0304 Validation Accuracy: 94.376417% Epoch 22, Batch 51969 -Loss: 0.0431 Validation Accuracy: 94.172336% Epoch 22, Batch 52097 -Loss: 0.0248 Validation Accuracy: 93.446712% Epoch 22, Batch 52225 -Loss: 0.0545 Validation Accuracy: 94.058957% Epoch 22, Batch 52353 -Loss: 0.0696 Validation Accuracy: 93.854875% Epoch 22, Batch 52481 -Loss: 0.1101 Validation Accuracy: 93.945578% Epoch 22, Batch 52609 -Loss: 0.0387 Validation Accuracy: 93.922902% Epoch 22, Batch 52737 -Loss: 0.0615 Validation Accuracy: 94.195011% Epoch 22, Batch 52865 -Loss: 0.0687 Validation Accuracy: 94.058957% Epoch 22, Batch 52993 -Loss: 0.0797 Validation Accuracy: 94.331066% Epoch 22, Batch 53121 -Loss: 0.0637 Validation Accuracy: 93.877551% Epoch 22, Batch 53249 -Loss: 0.0270 Validation Accuracy: 94.467120% Epoch 22, Batch 53377 -Loss: 0.0344 Validation Accuracy: 94.036281% Epoch 22, Batch 53505 -Loss: 0.1052 Validation Accuracy: 93.696145% Epoch 22, Batch 53633 -Loss: 0.0351 Validation Accuracy: 93.786848% Epoch 22, Batch 53761 -Loss: 0.1119 Validation Accuracy: 94.353742% Epoch 22, Batch 53889 -Loss: 0.0629 Validation Accuracy: 94.149660% Epoch 22, Batch 54017 -Loss: 0.0399 Validation Accuracy: 94.308390% Epoch 22, Batch 54145 -Loss: 0.0855 Validation Accuracy: 94.263039% Epoch 22, Batch 54273 -Loss: 0.2033 Validation Accuracy: 93.786848% Epoch 22, Batch 54401 -Loss: 0.0487 Validation Accuracy: 93.968254% Epoch 22, Batch 54529 -Loss: 0.1323 Validation Accuracy: 93.854875% Epoch 22, Batch 54657 -Loss: 0.1343 Validation Accuracy: 93.854875% Epoch 22, Batch 54785 -Loss: 0.0683 Validation Accuracy: 94.036281% Epoch 22, Batch 54913 -Loss: 0.0634 Validation Accuracy: 93.990930% Epoch 22, Batch 55041 -Loss: 0.1069 Validation Accuracy: 94.058957% Epoch 22, Batch 55169 -Loss: 0.1545 Validation Accuracy: 94.149660% Epoch 22, Batch 55297 -Loss: 0.0601 Validation Accuracy: 94.217687% Epoch 22, Batch 55425 -Loss: 0.0490 Validation Accuracy: 94.081633% Epoch 22, Batch 55553 -Loss: 0.1122 Validation Accuracy: 94.331066% Epoch 22, Batch 55681 -Loss: 0.0420 Validation Accuracy: 93.968254% Epoch 22, Batch 55809 -Loss: 0.0961 Validation Accuracy: 93.968254% Epoch 22, Batch 55937 -Loss: 0.0939 Validation Accuracy: 93.514739% Epoch 22, Batch 56065 -Loss: 0.1313 Validation Accuracy: 93.628118% Epoch 22, Batch 56193 -Loss: 0.0241 Validation Accuracy: 93.560091% 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Accuracy: 93.378685% Epoch 22, Batch 58241 -Loss: 0.0787 Validation Accuracy: 93.968254% Epoch 22, Batch 58369 -Loss: 0.0211 Validation Accuracy: 93.560091% Epoch 22, Batch 58497 -Loss: 0.0510 Validation Accuracy: 93.310658% Epoch 22, Batch 58625 -Loss: 0.1238 Validation Accuracy: 93.877551% Epoch 22, Batch 58753 -Loss: 0.0322 Validation Accuracy: 93.809524% Epoch 22, Batch 58881 -Loss: 0.2231 Validation Accuracy: 93.605442% Epoch 22, Batch 59009 -Loss: 0.0786 Validation Accuracy: 94.331066% Epoch 22, Batch 59137 -Loss: 0.0572 Validation Accuracy: 93.809524% Epoch 22, Batch 59265 -Loss: 0.1556 Validation Accuracy: 93.560091% Epoch 22, Batch 59393 -Loss: 0.0188 Validation Accuracy: 93.968254% Epoch 22, Batch 59521 -Loss: 0.1121 Validation Accuracy: 93.854875% Epoch 22, Batch 59649 -Loss: 0.0389 Validation Accuracy: 94.104308% Epoch 22, Batch 59777 -Loss: 0.1666 Validation Accuracy: 94.489796% Epoch 22, Batch 59905 -Loss: 0.0381 Validation Accuracy: 94.489796% Epoch 22, Batch 60033 -Loss: 0.1072 Validation Accuracy: 94.421769% Epoch 22, Batch 60161 -Loss: 0.0332 Validation Accuracy: 94.489796% Epoch 22, Batch 60289 -Loss: 0.0634 Validation Accuracy: 94.308390% Epoch 22, Batch 60417 -Loss: 0.0832 Validation Accuracy: 94.399093% Epoch 22, Batch 60545 -Loss: 0.0744 Validation Accuracy: 94.353741% Epoch 22, Batch 60673 -Loss: 0.0568 Validation Accuracy: 94.195011% Epoch 22, Batch 60801 -Loss: 0.0689 Validation Accuracy: 94.489796% Epoch 22, Batch 60929 -Loss: 0.0768 Validation Accuracy: 94.263039% Epoch 22, Batch 61057 -Loss: 0.1146 Validation Accuracy: 94.285714% Epoch 22, Batch 61185 -Loss: 0.1060 Validation Accuracy: 94.444444% Epoch 22, Batch 61313 -Loss: 0.0369 Validation Accuracy: 94.240363% Epoch 22, Batch 61441 -Loss: 0.2075 Validation Accuracy: 94.172336% Epoch 22, Batch 61569 -Loss: 0.0398 Validation Accuracy: 94.036281% Epoch 22, Batch 61697 -Loss: 0.0515 Validation Accuracy: 94.104308% Epoch 22, Batch 61825 -Loss: 0.0532 Validation Accuracy: 94.036281% 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Accuracy: 94.149660% Epoch 22, Batch 63873 -Loss: 0.0907 Validation Accuracy: 94.353742% Epoch 22, Batch 64001 -Loss: 0.0896 Validation Accuracy: 94.217687% Epoch 22, Batch 64129 -Loss: 0.0788 Validation Accuracy: 94.671202% Epoch 22, Batch 64257 -Loss: 0.1233 Validation Accuracy: 94.671202% Epoch 22, Batch 64385 -Loss: 0.1219 Validation Accuracy: 94.195011% Epoch 22, Batch 64513 -Loss: 0.0284 Validation Accuracy: 94.331066% Epoch 22, Batch 64641 -Loss: 0.1436 Validation Accuracy: 94.172336% Epoch 22, Batch 64769 -Loss: 0.1420 Validation Accuracy: 94.172336% Epoch 22, Batch 64897 -Loss: 0.0071 Validation Accuracy: 94.444444% Epoch 22, Batch 65025 -Loss: 0.1401 Validation Accuracy: 94.376417% Epoch 22, Batch 65153 -Loss: 0.0514 Validation Accuracy: 93.922902% Epoch 22, Batch 65281 -Loss: 0.0683 Validation Accuracy: 94.625850% Epoch 22, Batch 65409 -Loss: 0.1013 Validation Accuracy: 94.217687% Epoch 22, Batch 65537 -Loss: 0.0366 Validation Accuracy: 94.353742% Epoch 22, Batch 65665 -Loss: 0.0295 Validation Accuracy: 94.126984% Epoch 22, Batch 65793 -Loss: 0.0436 Validation Accuracy: 93.718821% Epoch 22, Batch 65921 -Loss: 0.0426 Validation Accuracy: 94.353741% Epoch 22, Batch 66049 -Loss: 0.1256 Validation Accuracy: 94.149660% Epoch 22, Batch 66177 -Loss: 0.0720 Validation Accuracy: 94.444444% Epoch 22, Batch 66305 -Loss: 0.0907 Validation Accuracy: 94.104308% Epoch 22, Batch 66433 -Loss: 0.0516 Validation Accuracy: 94.217687% Epoch 22, Batch 66561 -Loss: 0.0600 Validation Accuracy: 94.195011% Epoch 22, Batch 66689 -Loss: 0.0248 Validation Accuracy: 93.673469% Epoch 22, Batch 66817 -Loss: 0.0753 Validation Accuracy: 94.376417% Epoch 22, Batch 66945 -Loss: 0.0766 Validation Accuracy: 94.195011% Epoch 22, Batch 67073 -Loss: 0.0991 Validation Accuracy: 93.968254% Epoch 22, Batch 67201 -Loss: 0.0384 Validation Accuracy: 94.195011% Epoch 22, Batch 67329 -Loss: 0.1089 Validation Accuracy: 94.376417% Epoch 22, Batch 67457 -Loss: 0.0499 Validation Accuracy: 93.990930% 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Accuracy: 93.560091% Epoch 22, Batch 69505 -Loss: 0.0385 Validation Accuracy: 93.809524% Epoch 22, Batch 69633 -Loss: 0.0506 Validation Accuracy: 94.308390% Epoch 22, Batch 69761 -Loss: 0.1182 Validation Accuracy: 94.308390% Epoch 22, Batch 69889 -Loss: 0.0204 Validation Accuracy: 93.922903% Epoch 22, Batch 70017 -Loss: 0.0839 Validation Accuracy: 94.285714% Epoch 22, Batch 70145 -Loss: 0.0909 Validation Accuracy: 93.968254% Epoch 22, Batch 70273 -Loss: 0.0580 Validation Accuracy: 94.331066% Epoch 22, Batch 70401 -Loss: 0.0161 Validation Accuracy: 93.809524% Epoch 22, Batch 70529 -Loss: 0.0441 Validation Accuracy: 93.922902% Epoch 22, Batch 70657 -Loss: 0.1018 Validation Accuracy: 93.650794% Epoch 22, Batch 70785 -Loss: 0.0516 Validation Accuracy: 94.512472% Epoch 22, Batch 70913 -Loss: 0.1002 Validation Accuracy: 94.081633% Epoch 22, Batch 71041 -Loss: 0.0489 Validation Accuracy: 94.104308% Epoch 22, Batch 71169 -Loss: 0.0916 Validation Accuracy: 94.693878% Epoch 22, Batch 71297 -Loss: 0.0429 Validation Accuracy: 94.058957% Epoch 22, Batch 71425 -Loss: 0.0752 Validation Accuracy: 93.990930% Epoch 22, Batch 71553 -Loss: 0.0591 Validation Accuracy: 93.854875% Epoch 22, Batch 71681 -Loss: 0.1027 Validation Accuracy: 94.285714% Epoch 22, Batch 71809 -Loss: 0.0626 Validation Accuracy: 94.058957% Epoch 22, Batch 71937 -Loss: 0.1852 Validation Accuracy: 93.718821% Epoch 22, Batch 72065 -Loss: 0.0533 Validation Accuracy: 93.696145% Epoch 22, Batch 72193 -Loss: 0.0551 Validation Accuracy: 93.628118% Epoch 22, Batch 72321 -Loss: 0.1037 Validation Accuracy: 93.900227% Epoch 22, Batch 72449 -Loss: 0.0707 Validation Accuracy: 93.764172% Epoch 22, Batch 72577 -Loss: 0.0878 Validation Accuracy: 93.968254% Epoch 22, Batch 72705 -Loss: 0.0458 Validation Accuracy: 93.310658% Epoch 22, Batch 72833 -Loss: 0.0483 Validation Accuracy: 93.696145% Epoch 22, Batch 72961 -Loss: 0.0169 Validation Accuracy: 93.877551% Epoch 22, Batch 73089 -Loss: 0.1687 Validation Accuracy: 93.696145% Epoch 22, Batch 73217 -Loss: 0.1370 Validation Accuracy: 93.492063% Epoch 22, Batch 73345 -Loss: 0.0758 Validation Accuracy: 93.877551% Epoch 22, Batch 73473 -Loss: 0.0346 Validation Accuracy: 93.945578% Epoch 22, Batch 73601 -Loss: 0.0301 Validation Accuracy: 94.149660% Epoch 22, Batch 73729 -Loss: 0.0262 Validation Accuracy: 93.696145% Epoch 22, Batch 73857 -Loss: 0.0368 Validation Accuracy: 93.945578% Epoch 22, Batch 73985 -Loss: 0.0709 Validation Accuracy: 94.036281% Epoch 22, Batch 74113 -Loss: 0.1235 Validation Accuracy: 93.990930% Epoch 22, Batch 74241 -Loss: 0.0763 Validation Accuracy: 93.764172% Epoch 22, Batch 74369 -Loss: 0.0301 Validation Accuracy: 94.376417% Epoch 22, Batch 74497 -Loss: 0.0496 Validation Accuracy: 93.968254% Epoch 22, Batch 74625 -Loss: 0.0698 Validation Accuracy: 94.603175% Epoch 22, Batch 74753 -Loss: 0.2054 Validation Accuracy: 94.195011% Epoch 22, Batch 74881 -Loss: 0.0735 Validation Accuracy: 94.126984% Epoch 22, Batch 75009 -Loss: 0.0523 Validation Accuracy: 94.126984% Epoch 22, Batch 75137 -Loss: 0.1243 Validation Accuracy: 94.081633% Epoch 22, Batch 75265 -Loss: 0.0409 Validation Accuracy: 94.489796% Epoch 22, Batch 75393 -Loss: 0.0334 Validation Accuracy: 93.877551% Epoch 22, Batch 75521 -Loss: 0.0561 Validation Accuracy: 94.421769% Epoch 22, Batch 75649 -Loss: 0.1369 Validation Accuracy: 94.149660% Epoch 22, Batch 75777 -Loss: 0.0883 Validation Accuracy: 94.036281% Epoch 22, Batch 75905 -Loss: 0.0714 Validation Accuracy: 94.104308% Epoch 22, Batch 76033 -Loss: 0.0836 Validation Accuracy: 94.126984% Epoch 22, Batch 76161 -Loss: 0.0247 Validation Accuracy: 94.308390% Epoch 22, Batch 76289 -Loss: 0.0359 Validation Accuracy: 94.126984% Epoch 22, Batch 76417 -Loss: 0.0629 Validation Accuracy: 94.353742% Epoch 22, Batch 76545 -Loss: 0.1931 Validation Accuracy: 94.648526% Epoch 22, Batch 76673 -Loss: 0.1097 Validation Accuracy: 94.603175% Epoch 22, Batch 76801 -Loss: 0.0848 Validation Accuracy: 94.308390% Epoch 22, Batch 76929 -Loss: 0.0509 Validation Accuracy: 94.331066% Epoch 22, Batch 77057 -Loss: 0.0563 Validation Accuracy: 94.126984% Epoch 22, Batch 77185 -Loss: 0.0781 Validation Accuracy: 94.331066% Epoch 22, Batch 77313 -Loss: 0.0516 Validation Accuracy: 94.693878% Epoch 22, Batch 77441 -Loss: 0.0499 Validation Accuracy: 94.444444% Epoch 22, Batch 77569 -Loss: 0.0909 Validation Accuracy: 94.217687% Epoch 22, Batch 77697 -Loss: 0.0535 Validation Accuracy: 94.149660% Epoch 22, Batch 77825 -Loss: 0.0650 Validation Accuracy: 94.331066% Epoch 22, Batch 77953 -Loss: 0.1356 Validation Accuracy: 94.195011% Epoch 22, Batch 78081 -Loss: 0.0973 Validation Accuracy: 94.399093% Epoch 22, Batch 78209 -Loss: 0.1145 Validation Accuracy: 94.784581% Epoch 22, Batch 78337 -Loss: 0.0605 Validation Accuracy: 94.126984% Epoch 22, Batch 78465 -Loss: 0.0302 Validation Accuracy: 93.990930% Epoch 22, Batch 78593 -Loss: 0.0238 Validation Accuracy: 94.557823% Epoch 22, Batch 78721 -Loss: 0.0806 Validation Accuracy: 94.013605% Epoch 22, Batch 78849 -Loss: 0.0216 Validation Accuracy: 94.126984% Epoch 22, Batch 78977 -Loss: 0.0502 Validation Accuracy: 94.126984% Epoch 22, Batch 79105 -Loss: 0.1046 Validation Accuracy: 93.922903% Epoch 22, Batch 79233 -Loss: 0.0579 Validation Accuracy: 94.263039% Epoch 22, Batch 79361 -Loss: 0.0175 Validation Accuracy: 94.444444% Epoch 22, Batch 79489 -Loss: 0.0271 Validation Accuracy: 94.126984% Epoch 22, Batch 79617 -Loss: 0.0767 Validation Accuracy: 94.308390% Epoch 22, Batch 79745 -Loss: 0.0826 Validation Accuracy: 94.535147% Epoch 22, Batch 79873 -Loss: 0.0528 Validation Accuracy: 94.263039% Epoch 22, Batch 80001 -Loss: 0.0596 Validation Accuracy: 94.217687% Epoch 22, Batch 80129 -Loss: 0.0339 Validation Accuracy: 94.353742% Epoch 22, Batch 80257 -Loss: 0.1291 Validation Accuracy: 94.195011% Epoch 22, Batch 80385 -Loss: 0.1102 Validation Accuracy: 94.399093% Epoch 22, Batch 80513 -Loss: 0.0303 Validation Accuracy: 94.489796% Epoch 22, Batch 80641 -Loss: 0.0445 Validation Accuracy: 94.331066% Epoch 22, Batch 80769 -Loss: 0.1206 Validation Accuracy: 94.126984% Epoch 22, Batch 80897 -Loss: 0.0584 Validation Accuracy: 94.376417% Epoch 22, Batch 81025 -Loss: 0.0327 Validation Accuracy: 94.126984% Epoch 22, Batch 81153 -Loss: 0.0816 Validation Accuracy: 93.968254% Epoch 22, Batch 81281 -Loss: 0.0191 Validation Accuracy: 94.444444% Epoch 22, Batch 81409 -Loss: 0.0825 Validation Accuracy: 94.081633% Epoch 22, Batch 81537 -Loss: 0.1819 Validation Accuracy: 94.444444% Epoch 22, Batch 81665 -Loss: 0.0785 Validation Accuracy: 94.353742% Epoch 22, Batch 81793 -Loss: 0.0863 Validation Accuracy: 94.217687% Epoch 22, Batch 81921 -Loss: 0.0418 Validation Accuracy: 94.285714% Epoch 22, Batch 82049 -Loss: 0.0327 Validation Accuracy: 93.673469% Epoch 22, Batch 82177 -Loss: 0.0602 Validation Accuracy: 93.877551% Epoch 22, Batch 82305 -Loss: 0.0579 Validation Accuracy: 94.081633% Epoch 22, Batch 82433 -Loss: 0.0926 Validation Accuracy: 94.036281% Epoch 22, Batch 82561 -Loss: 0.0802 Validation Accuracy: 94.217687% Epoch 22, Batch 82689 -Loss: 0.0576 Validation Accuracy: 94.172336% Epoch 22, Batch 82817 -Loss: 0.0469 Validation Accuracy: 94.149660% Epoch 22, Batch 82945 -Loss: 0.0689 Validation Accuracy: 93.854875% Epoch 22, Batch 83073 -Loss: 0.0174 Validation Accuracy: 94.535147% Epoch 22, Batch 83201 -Loss: 0.0361 Validation Accuracy: 93.628118% Epoch 22, Batch 83329 -Loss: 0.0727 Validation Accuracy: 93.990930% Epoch 22, Batch 83457 -Loss: 0.0377 Validation Accuracy: 94.081633% Epoch 22, Batch 83585 -Loss: 0.0623 Validation Accuracy: 93.945578% Epoch 22, Batch 83713 -Loss: 0.0308 Validation Accuracy: 93.877551% Epoch 22, Batch 83841 -Loss: 0.0172 Validation Accuracy: 93.968254% Epoch 22, Batch 83969 -Loss: 0.0867 Validation Accuracy: 94.195011% Epoch 22, Batch 84097 -Loss: 0.1053 Validation Accuracy: 94.353742% Epoch 22, Batch 84225 -Loss: 0.0359 Validation Accuracy: 94.013605% Epoch 22, Batch 84353 -Loss: 0.1507 Validation Accuracy: 93.832200% 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Accuracy: 94.376417% Epoch 22, Batch 86401 -Loss: 0.0538 Validation Accuracy: 93.696145% Epoch 22, Batch 86529 -Loss: 0.0692 Validation Accuracy: 94.331066% Epoch 22, Batch 86657 -Loss: 0.0891 Validation Accuracy: 93.401361% Epoch 22, Batch 86785 -Loss: 0.0647 Validation Accuracy: 94.172336% Epoch 22, Batch 86913 -Loss: 0.1074 Validation Accuracy: 93.151927% Epoch 22, Batch 87041 -Loss: 0.0165 Validation Accuracy: 93.741497% Epoch 22, Batch 87169 -Loss: 0.1269 Validation Accuracy: 93.764172% Epoch 22, Batch 87297 -Loss: 0.0881 Validation Accuracy: 94.013605% Epoch 22, Batch 87425 -Loss: 0.0319 Validation Accuracy: 93.718821% Epoch 22, Batch 87553 -Loss: 0.0099 Validation Accuracy: 93.968254% Epoch 22, Batch 87681 -Loss: 0.0271 Validation Accuracy: 94.126984% Epoch 22, Batch 87809 -Loss: 0.0243 Validation Accuracy: 93.673469% Epoch 22, Batch 87937 -Loss: 0.0843 Validation Accuracy: 93.673469% Epoch 22, Batch 88065 -Loss: 0.0328 Validation Accuracy: 94.104308% Epoch 22, Batch 88193 -Loss: 0.0669 Validation Accuracy: 93.900227% Epoch 22, Batch 88321 -Loss: 0.1225 Validation Accuracy: 94.126984% Epoch 22, Batch 88449 -Loss: 0.1260 Validation Accuracy: 93.696145% Epoch 22, Batch 88577 -Loss: 0.1175 Validation Accuracy: 94.036281% Epoch 22, Batch 88705 -Loss: 0.0824 Validation Accuracy: 93.809524% Epoch 22, Batch 88833 -Loss: 0.0345 Validation Accuracy: 94.421769% Epoch 22, Batch 88961 -Loss: 0.0351 Validation Accuracy: 93.764172% Epoch 22, Batch 89089 -Loss: 0.1016 Validation Accuracy: 94.195011% Epoch 22, Batch 89217 -Loss: 0.1484 Validation Accuracy: 93.809524% Epoch 22, Batch 89345 -Loss: 0.1447 Validation Accuracy: 93.900227% Epoch 22, Batch 89473 -Loss: 0.0214 Validation Accuracy: 93.696145% Epoch 22, Batch 89601 -Loss: 0.0285 Validation Accuracy: 93.718821% Epoch 22, Batch 89729 -Loss: 0.0428 Validation Accuracy: 93.718821% Epoch 22, Batch 89857 -Loss: 0.0543 Validation Accuracy: 94.013605% Epoch 22, Batch 89985 -Loss: 0.0469 Validation Accuracy: 93.741497% 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-Loss: 0.0356 Validation Accuracy: 94.920635% Epoch 22, Batch 93953 -Loss: 0.0467 Validation Accuracy: 94.761905% Epoch 22, Batch 94081 -Loss: 0.0616 Validation Accuracy: 94.580499% Epoch 22, Batch 94209 -Loss: 0.0597 Validation Accuracy: 94.557823% Epoch 22, Batch 94337 -Loss: 0.0395 Validation Accuracy: 94.603175% Epoch 22, Batch 94465 -Loss: 0.1479 Validation Accuracy: 94.467120% Epoch 22, Batch 94593 -Loss: 0.0592 Validation Accuracy: 94.467120% Epoch 22, Batch 94721 -Loss: 0.0422 Validation Accuracy: 94.897959% Epoch 22, Batch 94849 -Loss: 0.0655 Validation Accuracy: 94.489796% Epoch 22, Batch 94977 -Loss: 0.0162 Validation Accuracy: 94.331066% Epoch 22, Batch 95105 -Loss: 0.1183 Validation Accuracy: 94.580499% Epoch 22, Batch 95233 -Loss: 0.1167 Validation Accuracy: 94.240363% Epoch 22, Batch 95361 -Loss: 0.0755 Validation Accuracy: 93.968254% Epoch 22, Batch 95489 -Loss: 0.0298 Validation Accuracy: 94.217687% Epoch 22, Batch 95617 -Loss: 0.1092 Validation Accuracy: 94.240363% 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-Loss: 0.0291 Validation Accuracy: 93.854875% Epoch 22, Batch 99585 -Loss: 0.0584 Validation Accuracy: 93.446712% Epoch 22, Batch 99713 -Loss: 0.1134 Validation Accuracy: 93.673469% Epoch 22, Batch 99841 -Loss: 0.0451 Validation Accuracy: 93.990930% Epoch 22, Batch 99969 -Loss: 0.1521 Validation Accuracy: 94.353742% Epoch 22, Batch 100097 -Loss: 0.1950 Validation Accuracy: 94.104308% Epoch 22, Batch 100225 -Loss: 0.0290 Validation Accuracy: 93.673469% Epoch 22, Batch 100353 -Loss: 0.0436 Validation Accuracy: 93.832200% Epoch 22, Batch 100481 -Loss: 0.0967 Validation Accuracy: 94.172336% Epoch 22, Batch 100609 -Loss: 0.0599 Validation Accuracy: 93.832200% Epoch 22, Batch 100737 -Loss: 0.0493 Validation Accuracy: 94.126984% Epoch 22, Batch 100865 -Loss: 0.0995 Validation Accuracy: 93.265306% Epoch 22, Batch 100993 -Loss: 0.1615 Validation Accuracy: 93.537415% Epoch 22, Batch 101121 -Loss: 0.0355 Validation Accuracy: 93.673469% Epoch 22, Batch 101249 -Loss: 0.0795 Validation Accuracy: 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-Loss: 0.1283 Validation Accuracy: 94.353741% Epoch 22, Batch 103297 -Loss: 0.0561 Validation Accuracy: 93.922902% Epoch 22, Batch 103425 -Loss: 0.1397 Validation Accuracy: 93.809524% Epoch 22, Batch 103553 -Loss: 0.1064 Validation Accuracy: 94.285714% Epoch 22, Batch 103681 -Loss: 0.0989 Validation Accuracy: 94.081633% Epoch 22, Batch 103809 -Loss: 0.1113 Validation Accuracy: 94.013605% Epoch 22, Batch 103937 -Loss: 0.1071 Validation Accuracy: 93.854875% Epoch 22, Batch 104065 -Loss: 0.0317 Validation Accuracy: 93.673469% Epoch 22, Batch 104193 -Loss: 0.0592 Validation Accuracy: 93.877551% Epoch 22, Batch 104321 -Loss: 0.1042 Validation Accuracy: 94.240363% Epoch 22, Batch 104449 -Loss: 0.0487 Validation Accuracy: 94.353742% Epoch 22, Batch 104577 -Loss: 0.0167 Validation Accuracy: 94.353742% Epoch 22, Batch 104705 -Loss: 0.0431 Validation Accuracy: 94.353742% Epoch 22, Batch 104833 -Loss: 0.0240 Validation Accuracy: 94.240363% Epoch 22, Batch 104961 -Loss: 0.0808 Validation Accuracy: 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-Loss: 0.0840 Validation Accuracy: 94.399093% Epoch 22, Batch 107009 -Loss: 0.1395 Validation Accuracy: 94.535147% Epoch 22, Batch 107137 -Loss: 0.0954 Validation Accuracy: 94.353741% Epoch 22, Batch 107265 -Loss: 0.0789 Validation Accuracy: 94.036281% Epoch 22, Batch 107393 -Loss: 0.0510 Validation Accuracy: 94.308390% Epoch 22, Batch 107521 -Loss: 0.0395 Validation Accuracy: 94.036281% Epoch 22, Batch 107649 -Loss: 0.0568 Validation Accuracy: 94.489796% Epoch 22, Batch 107777 -Loss: 0.1287 Validation Accuracy: 94.217687% Epoch 22, Batch 107905 -Loss: 0.1206 Validation Accuracy: 94.285714% Epoch 22, Batch 108033 -Loss: 0.1153 Validation Accuracy: 94.535147% Epoch 22, Batch 108161 -Loss: 0.0588 Validation Accuracy: 94.331066% Epoch 22, Batch 108289 -Loss: 0.0408 Validation Accuracy: 94.308390% Epoch 22, Batch 108417 -Loss: 0.0302 Validation Accuracy: 94.580499% Epoch 22, Batch 108545 -Loss: 0.0918 Validation Accuracy: 94.557823% Epoch 22, Batch 108673 -Loss: 0.2011 Validation Accuracy: 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-Loss: 0.0775 Validation Accuracy: 94.580499% Epoch 22, Batch 110721 -Loss: 0.1094 Validation Accuracy: 94.467120% Epoch 22, Batch 110849 -Loss: 0.0728 Validation Accuracy: 93.990930% Epoch 22, Batch 110977 -Loss: 0.0213 Validation Accuracy: 94.421769% Epoch 22, Batch 111105 -Loss: 0.1651 Validation Accuracy: 94.308390% Epoch 22, Batch 111233 -Loss: 0.0414 Validation Accuracy: 94.489796% Epoch 22, Batch 111361 -Loss: 0.0707 Validation Accuracy: 94.376417% Epoch 22, Batch 111489 -Loss: 0.0843 Validation Accuracy: 94.399093% Epoch 22, Batch 111617 -Loss: 0.0664 Validation Accuracy: 94.285714% Epoch 22, Batch 111745 -Loss: 0.0454 Validation Accuracy: 94.331066% Epoch 22, Batch 111873 -Loss: 0.0280 Validation Accuracy: 94.104308% Epoch 22, Batch 112001 -Loss: 0.1418 Validation Accuracy: 94.285714% Epoch 22, Batch 112129 -Loss: 0.0591 Validation Accuracy: 94.489796% Epoch 22, Batch 112257 -Loss: 0.0886 Validation Accuracy: 94.580499% Epoch 22, Batch 112385 -Loss: 0.0346 Validation Accuracy: 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-Loss: 0.1346 Validation Accuracy: 94.263039% Epoch 22, Batch 114433 -Loss: 0.0809 Validation Accuracy: 94.013605% Epoch 22, Batch 114561 -Loss: 0.0496 Validation Accuracy: 94.013605% Epoch 22, Batch 114689 -Loss: 0.0493 Validation Accuracy: 93.990930% Epoch 22, Batch 114817 -Loss: 0.0333 Validation Accuracy: 94.421769% Epoch 22, Batch 114945 -Loss: 0.0898 Validation Accuracy: 94.285714% Epoch 22, Batch 115073 -Loss: 0.0374 Validation Accuracy: 94.217687% Epoch 22, Batch 115201 -Loss: 0.0181 Validation Accuracy: 94.240363% Epoch 22, Batch 115329 -Loss: 0.1038 Validation Accuracy: 93.990930% Epoch 22, Batch 115457 -Loss: 0.0450 Validation Accuracy: 94.308390% Epoch 22, Batch 115585 -Loss: 0.1554 Validation Accuracy: 93.854875% Epoch 22, Batch 115713 -Loss: 0.0430 Validation Accuracy: 93.605442% Epoch 22, Batch 115841 -Loss: 0.1593 Validation Accuracy: 93.605442% Epoch 22, Batch 115969 -Loss: 0.0861 Validation Accuracy: 93.696145% Epoch 22, Batch 116097 -Loss: 0.0581 Validation Accuracy: 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-Loss: 0.1008 Validation Accuracy: 93.854875% Epoch 22, Batch 118145 -Loss: 0.0656 Validation Accuracy: 93.922903% Epoch 22, Batch 118273 -Loss: 0.0332 Validation Accuracy: 94.285714% Epoch 22, Batch 118401 -Loss: 0.0537 Validation Accuracy: 94.195011% Epoch 22, Batch 118529 -Loss: 0.1088 Validation Accuracy: 94.557823% Epoch 22, Batch 118657 -Loss: 0.0509 Validation Accuracy: 94.331066% Epoch 22, Batch 118785 -Loss: 0.0567 Validation Accuracy: 94.195011% Epoch 22, Batch 118913 -Loss: 0.0839 Validation Accuracy: 94.149660% Epoch 22, Batch 119041 -Loss: 0.0453 Validation Accuracy: 94.013605% Epoch 22, Batch 119169 -Loss: 0.1633 Validation Accuracy: 94.149660% Epoch 22, Batch 119297 -Loss: 0.1544 Validation Accuracy: 94.149660% Epoch 22, Batch 119425 -Loss: 0.0189 Validation Accuracy: 94.104308% Epoch 22, Batch 119553 -Loss: 0.0383 Validation Accuracy: 93.900227% Epoch 22, Batch 119681 -Loss: 0.0768 Validation Accuracy: 93.582766% Epoch 22, Batch 119809 -Loss: 0.0385 Validation Accuracy: 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-Loss: 0.0729 Validation Accuracy: 94.172336% Epoch 22, Batch 121857 -Loss: 0.0788 Validation Accuracy: 93.900227% Epoch 22, Batch 121985 -Loss: 0.0487 Validation Accuracy: 94.285714% Epoch 22, Batch 122113 -Loss: 0.1025 Validation Accuracy: 93.650794% Epoch 22, Batch 122241 -Loss: 0.0233 Validation Accuracy: 93.650794% Epoch 22, Batch 122369 -Loss: 0.1160 Validation Accuracy: 93.401361% Epoch 22, Batch 122497 -Loss: 0.2209 Validation Accuracy: 94.421769% Epoch 22, Batch 122625 -Loss: 0.0108 Validation Accuracy: 93.650794% Epoch 22, Batch 122753 -Loss: 0.0784 Validation Accuracy: 94.308390% Epoch 22, Batch 122881 -Loss: 0.0225 Validation Accuracy: 93.990930% Epoch 22, Batch 123009 -Loss: 0.0423 Validation Accuracy: 93.968254% Epoch 22, Batch 123137 -Loss: 0.0340 Validation Accuracy: 93.764172% Epoch 22, Batch 123265 -Loss: 0.0819 Validation Accuracy: 94.036281% Epoch 22, Batch 123393 -Loss: 0.1426 Validation Accuracy: 94.104308% Epoch 22, Batch 123521 -Loss: 0.0751 Validation Accuracy: 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-Loss: 0.0355 Validation Accuracy: 94.036281% Epoch 22, Batch 125569 -Loss: 0.0685 Validation Accuracy: 93.990930% Epoch 22, Batch 125697 -Loss: 0.0609 Validation Accuracy: 93.809524% Epoch 22, Batch 125825 -Loss: 0.0997 Validation Accuracy: 93.628118% Epoch 22, Batch 125953 -Loss: 0.0392 Validation Accuracy: 93.764172% Epoch 22, Batch 126081 -Loss: 0.0292 Validation Accuracy: 93.650794% Epoch 22, Batch 126209 -Loss: 0.1145 Validation Accuracy: 94.036281% Epoch 22, Batch 126337 -Loss: 0.0548 Validation Accuracy: 93.605442% Epoch 22, Batch 126465 -Loss: 0.0712 Validation Accuracy: 94.240363% Epoch 22, Batch 126593 -Loss: 0.0369 Validation Accuracy: 93.446712% Epoch 22, Batch 126721 -Loss: 0.0685 Validation Accuracy: 93.424036% Epoch 22, Batch 126849 -Loss: 0.1335 Validation Accuracy: 93.673469% Epoch 22, Batch 126977 -Loss: 0.0792 Validation Accuracy: 93.537415% Epoch 22, Batch 127105 -Loss: 0.0524 Validation Accuracy: 93.922903% Epoch 22, Batch 127233 -Loss: 0.1237 Validation Accuracy: 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-Loss: 0.0340 Validation Accuracy: 93.514739% Epoch 22, Batch 129281 -Loss: 0.0509 Validation Accuracy: 93.900227% Epoch 22, Batch 129409 -Loss: 0.0970 Validation Accuracy: 93.537415% Epoch 22, Batch 129537 -Loss: 0.0922 Validation Accuracy: 93.741497% Epoch 22, Batch 129665 -Loss: 0.0999 Validation Accuracy: 93.900227% Epoch 22, Batch 129793 -Loss: 0.1056 Validation Accuracy: 93.605442% Epoch 22, Batch 129921 -Loss: 0.0886 Validation Accuracy: 93.809524% Epoch 22, Batch 130049 -Loss: 0.0268 Validation Accuracy: 94.013605% Epoch 22, Batch 130177 -Loss: 0.0388 Validation Accuracy: 93.877551% Epoch 22, Batch 130305 -Loss: 0.0728 Validation Accuracy: 93.514739% Epoch 22, Batch 130433 -Loss: 0.1004 Validation Accuracy: 94.195011% Epoch 22, Batch 130561 -Loss: 0.0318 Validation Accuracy: 94.172336% Epoch 22, Batch 130689 -Loss: 0.0608 Validation Accuracy: 94.081633% Epoch 22, Batch 130817 -Loss: 0.0600 Validation Accuracy: 94.217687% Epoch 22, Batch 130945 -Loss: 0.0751 Validation Accuracy: 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-Loss: 0.0709 Validation Accuracy: 93.764172% Epoch 22, Batch 132993 -Loss: 0.0127 Validation Accuracy: 94.308390% Epoch 22, Batch 133121 -Loss: 0.1091 Validation Accuracy: 94.421769% Epoch 22, Batch 133249 -Loss: 0.0145 Validation Accuracy: 94.263039% Epoch 22, Batch 133377 -Loss: 0.0189 Validation Accuracy: 94.603175% Epoch 22, Batch 133505 -Loss: 0.0678 Validation Accuracy: 94.421769% Epoch 22, Batch 133633 -Loss: 0.0106 Validation Accuracy: 93.764172% Epoch 22, Batch 133761 -Loss: 0.0811 Validation Accuracy: 94.126984% Epoch 22, Batch 133889 -Loss: 0.0610 Validation Accuracy: 93.605442% Epoch 22, Batch 134017 -Loss: 0.2061 Validation Accuracy: 93.900227% Epoch 22, Batch 134145 -Loss: 0.0318 Validation Accuracy: 94.126984% Epoch 22, Batch 134273 -Loss: 0.1232 Validation Accuracy: 93.854875% Epoch 22, Batch 134401 -Loss: 0.0701 Validation Accuracy: 93.786848% Epoch 22, Batch 134529 -Loss: 0.0327 Validation Accuracy: 93.560091% Epoch 22, Batch 134657 -Loss: 0.0238 Validation Accuracy: 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-Loss: 0.0681 Validation Accuracy: 94.104308% Epoch 22, Batch 136705 -Loss: 0.0825 Validation Accuracy: 94.058957% Epoch 22, Batch 136833 -Loss: 0.0534 Validation Accuracy: 93.968254% Epoch 22, Batch 136961 -Loss: 0.1071 Validation Accuracy: 94.058957% Epoch 22, Batch 137089 -Loss: 0.0201 Validation Accuracy: 93.492063% Epoch 22, Batch 137217 -Loss: 0.0967 Validation Accuracy: 93.265306% Epoch 22, Batch 137345 -Loss: 0.1070 Validation Accuracy: 93.809524% Epoch 22, Batch 137473 -Loss: 0.0527 Validation Accuracy: 94.081633% Epoch 22, Batch 137601 -Loss: 0.1208 Validation Accuracy: 93.922902% Epoch 22, Batch 137729 -Loss: 0.1442 Validation Accuracy: 93.650794% Epoch 22, Batch 137857 -Loss: 0.0816 Validation Accuracy: 93.696145% Epoch 22, Batch 137985 -Loss: 0.0124 Validation Accuracy: 94.013605% Epoch 22, Batch 138113 -Loss: 0.1053 Validation Accuracy: 93.832200% Epoch 22, Batch 138241 -Loss: 0.1368 Validation Accuracy: 93.605442% Epoch 22, Batch 138369 -Loss: 0.0953 Validation Accuracy: 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-Loss: 0.1464 Validation Accuracy: 93.945578% Epoch 22, Batch 140417 -Loss: 0.0443 Validation Accuracy: 93.514739% Epoch 22, Batch 140545 -Loss: 0.1567 Validation Accuracy: 94.195011% Epoch 22, Batch 140673 -Loss: 0.0372 Validation Accuracy: 93.696145% Epoch 22, Batch 140801 -Loss: 0.0734 Validation Accuracy: 93.537415% Epoch 22, Batch 140929 -Loss: 0.0348 Validation Accuracy: 94.195011% Epoch 22, Batch 141057 -Loss: 0.0495 Validation Accuracy: 93.990930% Epoch 22, Batch 141185 -Loss: 0.1795 Validation Accuracy: 93.650794% Epoch 22, Batch 141313 -Loss: 0.0427 Validation Accuracy: 93.877551% Epoch 22, Batch 141441 -Loss: 0.1602 Validation Accuracy: 94.104308% Epoch 22, Batch 141569 -Loss: 0.1687 Validation Accuracy: 94.195011% Epoch 22, Batch 141697 -Loss: 0.1493 Validation Accuracy: 94.013605% Epoch 22, Batch 141825 -Loss: 0.1010 Validation Accuracy: 94.081633% Epoch 22, Batch 141953 -Loss: 0.0887 Validation Accuracy: 94.058957% Epoch 22, Batch 142081 -Loss: 0.1350 Validation Accuracy: 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-Loss: 0.1331 Validation Accuracy: 94.217687% Epoch 22, Batch 144129 -Loss: 0.0811 Validation Accuracy: 94.217687% Epoch 22, Batch 144257 -Loss: 0.0167 Validation Accuracy: 94.625850% Epoch 22, Batch 144385 -Loss: 0.1054 Validation Accuracy: 94.172336% Epoch 22, Batch 144513 -Loss: 0.1691 Validation Accuracy: 94.240363% Epoch 22, Batch 144641 -Loss: 0.0520 Validation Accuracy: 94.535147% Epoch 22, Batch 144769 -Loss: 0.0422 Validation Accuracy: 94.149660% Epoch 22, Batch 144897 -Loss: 0.0683 Validation Accuracy: 94.263039% Epoch 22, Batch 145025 -Loss: 0.0435 Validation Accuracy: 94.444444% Epoch 22, Batch 145153 -Loss: 0.0756 Validation Accuracy: 94.399093% Epoch 22, Batch 145281 -Loss: 0.0731 Validation Accuracy: 94.195011% Epoch 22, Batch 145409 -Loss: 0.0836 Validation Accuracy: 94.195011% Epoch 22, Batch 145537 -Loss: 0.1023 Validation Accuracy: 94.263039% Epoch 22, Batch 145665 -Loss: 0.0690 Validation Accuracy: 94.081633% Epoch 22, Batch 145793 -Loss: 0.0431 Validation Accuracy: 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-Loss: 0.0746 Validation Accuracy: 94.104308% Epoch 22, Batch 147841 -Loss: 0.0530 Validation Accuracy: 94.263039% Epoch 22, Batch 147969 -Loss: 0.0409 Validation Accuracy: 94.126984% Epoch 22, Batch 148097 -Loss: 0.0356 Validation Accuracy: 93.696145% Epoch 22, Batch 148225 -Loss: 0.0565 Validation Accuracy: 94.036281% Epoch 22, Batch 148353 -Loss: 0.0204 Validation Accuracy: 93.990930% Epoch 22, Batch 148481 -Loss: 0.1479 Validation Accuracy: 94.285714% Epoch 22, Batch 148609 -Loss: 0.0407 Validation Accuracy: 94.081633% Epoch 22, Batch 148737 -Loss: 0.0656 Validation Accuracy: 93.673469% Epoch 22, Batch 148865 -Loss: 0.0282 Validation Accuracy: 94.013605% Epoch 22, Batch 148993 -Loss: 0.0510 Validation Accuracy: 93.945578% Epoch 22, Batch 149121 -Loss: 0.0425 Validation Accuracy: 93.877551% Epoch 22, Batch 149249 -Loss: 0.0990 Validation Accuracy: 93.809524% Epoch 22, Batch 149377 -Loss: 0.0548 Validation Accuracy: 93.741497% Epoch 22, Batch 149505 -Loss: 0.0448 Validation Accuracy: 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-Loss: 0.1717 Validation Accuracy: 94.331066% Epoch 22, Batch 151553 -Loss: 0.0407 Validation Accuracy: 94.149660% Epoch 22, Batch 151681 -Loss: 0.1272 Validation Accuracy: 94.172336% Epoch 22, Batch 151809 -Loss: 0.0946 Validation Accuracy: 94.240363% Epoch 22, Batch 151937 -Loss: 0.0669 Validation Accuracy: 94.081633% Epoch 22, Batch 152065 -Loss: 0.0437 Validation Accuracy: 94.376417% Epoch 22, Batch 152193 -Loss: 0.0293 Validation Accuracy: 93.945578% Epoch 22, Batch 152321 -Loss: 0.0795 Validation Accuracy: 94.013605% Epoch 22, Batch 152449 -Loss: 0.0334 Validation Accuracy: 93.696145% Epoch 22, Batch 152577 -Loss: 0.1026 Validation Accuracy: 93.945578% Epoch 22, Batch 152705 -Loss: 0.0598 Validation Accuracy: 94.104308% Epoch 22, Batch 152833 -Loss: 0.1237 Validation Accuracy: 94.444444% Epoch 22, Batch 152961 -Loss: 0.1076 Validation Accuracy: 93.854875% Epoch 22, Batch 153089 -Loss: 0.0287 Validation Accuracy: 94.058957% Epoch 22, Batch 153217 -Loss: 0.0681 Validation Accuracy: 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-Loss: 0.0754 Validation Accuracy: 93.333333% Epoch 22, Batch 155265 -Loss: 0.0201 Validation Accuracy: 93.877551% Epoch 22, Batch 155393 -Loss: 0.0698 Validation Accuracy: 93.696145% Epoch 22, Batch 155521 -Loss: 0.0815 Validation Accuracy: 93.741497% Epoch 22, Batch 155649 -Loss: 0.0971 Validation Accuracy: 93.650794% Epoch 22, Batch 155777 -Loss: 0.0354 Validation Accuracy: 93.877551% Epoch 22, Batch 155905 -Loss: 0.1462 Validation Accuracy: 93.809524% Epoch 22, Batch 156033 -Loss: 0.1108 Validation Accuracy: 93.560091% Epoch 22, Batch 156161 -Loss: 0.0751 Validation Accuracy: 93.242630% Epoch 22, Batch 156289 -Loss: 0.0357 Validation Accuracy: 93.900227% Epoch 22, Batch 156417 -Loss: 0.0933 Validation Accuracy: 93.922902% Epoch 22, Batch 156545 -Loss: 0.0347 Validation Accuracy: 93.673469% Epoch 22, Batch 156673 -Loss: 0.0626 Validation Accuracy: 93.741497% Epoch 22, Batch 156801 -Loss: 0.0889 Validation Accuracy: 93.900227% Epoch 22, Batch 156929 -Loss: 0.0707 Validation Accuracy: 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-Loss: 0.1233 Validation Accuracy: 94.172336% Epoch 22, Batch 158977 -Loss: 0.1743 Validation Accuracy: 94.693878% Epoch 22, Batch 159105 -Loss: 0.0401 Validation Accuracy: 94.058957% Epoch 22, Batch 159233 -Loss: 0.0773 Validation Accuracy: 94.263039% Epoch 22, Batch 159361 -Loss: 0.0555 Validation Accuracy: 94.399093% Epoch 22, Batch 159489 -Loss: 0.0653 Validation Accuracy: 94.376417% Epoch 22, Batch 159617 -Loss: 0.0867 Validation Accuracy: 94.444444% Epoch 22, Batch 159745 -Loss: 0.0221 Validation Accuracy: 94.104308% Epoch 22, Batch 159873 -Loss: 0.0742 Validation Accuracy: 94.013605% Epoch 22, Batch 160001 -Loss: 0.0968 Validation Accuracy: 93.990930% Epoch 22, Batch 160129 -Loss: 0.0972 Validation Accuracy: 93.922903% Epoch 22, Batch 160257 -Loss: 0.0738 Validation Accuracy: 93.922902% Epoch 22, Batch 160385 -Loss: 0.1552 Validation Accuracy: 93.514739% Epoch 22, Batch 160513 -Loss: 0.0806 Validation Accuracy: 93.877551% Epoch 22, Batch 160641 -Loss: 0.1143 Validation Accuracy: 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-Loss: 0.0878 Validation Accuracy: 94.036281% Epoch 22, Batch 162689 -Loss: 0.0823 Validation Accuracy: 93.877551% Epoch 22, Batch 162817 -Loss: 0.0256 Validation Accuracy: 94.081633% Epoch 22, Batch 162945 -Loss: 0.0873 Validation Accuracy: 94.263039% Epoch 22, Batch 163073 -Loss: 0.0916 Validation Accuracy: 93.945578% Epoch 22, Batch 163201 -Loss: 0.0887 Validation Accuracy: 93.582766% Epoch 22, Batch 163329 -Loss: 0.0577 Validation Accuracy: 94.263039% Epoch 22, Batch 163457 -Loss: 0.1283 Validation Accuracy: 93.990930% Epoch 22, Batch 163585 -Loss: 0.0583 Validation Accuracy: 93.922903% Epoch 22, Batch 163713 -Loss: 0.0833 Validation Accuracy: 94.195011% Epoch 22, Batch 163841 -Loss: 0.1277 Validation Accuracy: 94.467120% Epoch 22, Batch 163969 -Loss: 0.1089 Validation Accuracy: 94.013605% Epoch 22, Batch 164097 -Loss: 0.0525 Validation Accuracy: 93.945578% Epoch 22, Batch 164225 -Loss: 0.0852 Validation Accuracy: 94.421769% Epoch 22, Batch 164353 -Loss: 0.1282 Validation Accuracy: 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-Loss: 0.1346 Validation Accuracy: 94.149660% Epoch 22, Batch 166401 -Loss: 0.0603 Validation Accuracy: 94.376417% Epoch 22, Batch 166529 -Loss: 0.0898 Validation Accuracy: 94.625850% Epoch 22, Batch 166657 -Loss: 0.1293 Validation Accuracy: 94.036281% Epoch 22, Batch 166785 -Loss: 0.0432 Validation Accuracy: 94.603175% Epoch 22, Batch 166913 -Loss: 0.0135 Validation Accuracy: 94.353741% Epoch 22, Batch 167041 -Loss: 0.0740 Validation Accuracy: 94.126984% Epoch 22, Batch 167169 -Loss: 0.1173 Validation Accuracy: 94.648526% Epoch 22, Batch 167297 -Loss: 0.0440 Validation Accuracy: 94.467120% Epoch 22, Batch 167425 -Loss: 0.0171 Validation Accuracy: 94.217687% Epoch 22, Batch 167553 -Loss: 0.0495 Validation Accuracy: 94.603175% Epoch 22, Batch 167681 -Loss: 0.1327 Validation Accuracy: 94.467120% Epoch 22, Batch 167809 -Loss: 0.0306 Validation Accuracy: 94.421769% Epoch 22, Batch 167937 -Loss: 0.0893 Validation Accuracy: 94.399093% Epoch 22, Batch 168065 -Loss: 0.0731 Validation Accuracy: 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-Loss: 0.0783 Validation Accuracy: 94.081633% Epoch 22, Batch 170113 -Loss: 0.0633 Validation Accuracy: 93.696145% Epoch 22, Batch 170241 -Loss: 0.1246 Validation Accuracy: 94.013605% Epoch 22, Batch 170369 -Loss: 0.1546 Validation Accuracy: 94.172336% Epoch 22, Batch 170497 -Loss: 0.0979 Validation Accuracy: 93.945578% Epoch 22, Batch 170625 -Loss: 0.0891 Validation Accuracy: 94.058957% Epoch 22, Batch 170753 -Loss: 0.0289 Validation Accuracy: 93.900227% Epoch 22, Batch 170881 -Loss: 0.0672 Validation Accuracy: 94.172336% Epoch 22, Batch 171009 -Loss: 0.0297 Validation Accuracy: 94.263039% Epoch 22, Batch 171137 -Loss: 0.0705 Validation Accuracy: 94.126984% Epoch 22, Batch 171265 -Loss: 0.0574 Validation Accuracy: 94.535147% Epoch 22, Batch 171393 -Loss: 0.1017 Validation Accuracy: 93.922902% Epoch 22, Batch 171521 -Loss: 0.0916 Validation Accuracy: 94.308390% Epoch 22, Batch 171649 -Loss: 0.0155 Validation Accuracy: 94.467120% Epoch 22, Batch 171777 -Loss: 0.0500 Validation Accuracy: 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-Loss: 0.0124 Validation Accuracy: 94.308390% Epoch 22, Batch 173825 -Loss: 0.1052 Validation Accuracy: 94.693878% Epoch 22, Batch 173953 -Loss: 0.0975 Validation Accuracy: 94.693878% Epoch 22, Batch 174081 -Loss: 0.0560 Validation Accuracy: 94.444444% Epoch 22, Batch 174209 -Loss: 0.0485 Validation Accuracy: 94.217687% Epoch 22, Batch 174337 -Loss: 0.0522 Validation Accuracy: 94.580499% Epoch 22, Batch 174465 -Loss: 0.0734 Validation Accuracy: 94.353741% Epoch 22, Batch 174593 -Loss: 0.0372 Validation Accuracy: 94.353742% Epoch 22, Batch 174721 -Loss: 0.0574 Validation Accuracy: 94.149660% Epoch 22, Batch 174849 -Loss: 0.0540 Validation Accuracy: 93.922902% Epoch 22, Batch 174977 -Loss: 0.0706 Validation Accuracy: 94.104308% Epoch 22, Batch 175105 -Loss: 0.0444 Validation Accuracy: 93.945578% Epoch 22, Batch 175233 -Loss: 0.0680 Validation Accuracy: 93.650794% Epoch 22, Batch 175361 -Loss: 0.0655 Validation Accuracy: 94.149660% Epoch 22, Batch 175489 -Loss: 0.1028 Validation Accuracy: 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-Loss: 0.0516 Validation Accuracy: 94.535147% Epoch 22, Batch 177537 -Loss: 0.1126 Validation Accuracy: 94.217687% Epoch 22, Batch 177665 -Loss: 0.0522 Validation Accuracy: 94.353741% Epoch 22, Batch 177793 -Loss: 0.0454 Validation Accuracy: 94.172336% Epoch 22, Batch 177921 -Loss: 0.0556 Validation Accuracy: 93.968254% Epoch 22, Batch 178049 -Loss: 0.0118 Validation Accuracy: 94.512472% Epoch 22, Batch 178177 -Loss: 0.0910 Validation Accuracy: 94.625850% Epoch 22, Batch 178305 -Loss: 0.0489 Validation Accuracy: 94.444444% Epoch 22, Batch 178433 -Loss: 0.1163 Validation Accuracy: 94.829932% Epoch 22, Batch 178561 -Loss: 0.1054 Validation Accuracy: 94.444444% Epoch 22, Batch 178689 -Loss: 0.1664 Validation Accuracy: 94.263039% Epoch 22, Batch 178817 -Loss: 0.0561 Validation Accuracy: 94.195011% Epoch 22, Batch 178945 -Loss: 0.1199 Validation Accuracy: 94.693878% Epoch 22, Batch 179073 -Loss: 0.0668 Validation Accuracy: 94.058957% Epoch 22, Batch 179201 -Loss: 0.0964 Validation Accuracy: 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-Loss: 0.0253 Validation Accuracy: 93.968254% Epoch 22, Batch 181249 -Loss: 0.0721 Validation Accuracy: 94.149660% Epoch 22, Batch 181377 -Loss: 0.0356 Validation Accuracy: 94.399093% Epoch 22, Batch 181505 -Loss: 0.1200 Validation Accuracy: 94.126984% Epoch 22, Batch 181633 -Loss: 0.1042 Validation Accuracy: 94.535147% Epoch 22, Batch 181761 -Loss: 0.0562 Validation Accuracy: 94.081633% Epoch 22, Batch 181889 -Loss: 0.1796 Validation Accuracy: 94.013605% Epoch 22, Batch 182017 -Loss: 0.1044 Validation Accuracy: 94.217687% Epoch 22, Batch 182145 -Loss: 0.0070 Validation Accuracy: 94.217687% Epoch 22, Batch 182273 -Loss: 0.0681 Validation Accuracy: 94.013605% Epoch 22, Batch 182401 -Loss: 0.1185 Validation Accuracy: 93.877551% Epoch 22, Batch 182529 -Loss: 0.1016 Validation Accuracy: 94.081633% Epoch 22, Batch 182657 -Loss: 0.0964 Validation Accuracy: 93.900227% Epoch 22, Batch 182785 -Loss: 0.0245 Validation Accuracy: 93.968254% Epoch 22, Batch 182913 -Loss: 0.0501 Validation Accuracy: 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-Loss: 0.0928 Validation Accuracy: 94.557823% Epoch 22, Batch 184961 -Loss: 0.0345 Validation Accuracy: 94.149660% Epoch 22, Batch 185089 -Loss: 0.0596 Validation Accuracy: 94.058957% Epoch 22, Batch 185217 -Loss: 0.0402 Validation Accuracy: 94.036281% Epoch 22, Batch 185345 -Loss: 0.1317 Validation Accuracy: 93.696145% Epoch 22, Batch 185473 -Loss: 0.0362 Validation Accuracy: 94.149660% Epoch 22, Batch 185601 -Loss: 0.0478 Validation Accuracy: 94.081633% Epoch 22, Batch 185729 -Loss: 0.0556 Validation Accuracy: 94.058957% Epoch 22, Batch 185857 -Loss: 0.0272 Validation Accuracy: 93.968254% Epoch 22, Batch 185985 -Loss: 0.0473 Validation Accuracy: 93.582766% Epoch 22, Batch 186113 -Loss: 0.1400 Validation Accuracy: 94.331066% Epoch 22, Batch 186241 -Loss: 0.1298 Validation Accuracy: 94.058957% Epoch 22, Batch 186369 -Loss: 0.1773 Validation Accuracy: 93.854875% Epoch 22, Batch 186497 -Loss: 0.0139 Validation Accuracy: 94.376417% Epoch 22, Batch 186625 -Loss: 0.0572 Validation Accuracy: 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-Loss: 0.0185 Validation Accuracy: 93.900227% Epoch 22, Batch 188673 -Loss: 0.0977 Validation Accuracy: 93.446712% Epoch 22, Batch 188801 -Loss: 0.1277 Validation Accuracy: 94.013605% Epoch 22, Batch 188929 -Loss: 0.0466 Validation Accuracy: 93.854875% Epoch 22, Batch 189057 -Loss: 0.0301 Validation Accuracy: 94.240363% Epoch 22, Batch 189185 -Loss: 0.0734 Validation Accuracy: 93.786848% Epoch 22, Batch 189313 -Loss: 0.0275 Validation Accuracy: 94.126984% Epoch 22, Batch 189441 -Loss: 0.1524 Validation Accuracy: 94.058957% Epoch 22, Batch 189569 -Loss: 0.1329 Validation Accuracy: 94.240363% Epoch 22, Batch 189697 -Loss: 0.0066 Validation Accuracy: 93.922902% Epoch 22, Batch 189825 -Loss: 0.0521 Validation Accuracy: 94.036281% Epoch 22, Batch 189953 -Loss: 0.1509 Validation Accuracy: 94.013605% Epoch 22, Batch 190081 -Loss: 0.0365 Validation Accuracy: 93.877551% Epoch 22, Batch 190209 -Loss: 0.1100 Validation Accuracy: 93.945578% Epoch 22, Batch 190337 -Loss: 0.1396 Validation Accuracy: 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-Loss: 0.0808 Validation Accuracy: 93.673469% Epoch 22, Batch 192385 -Loss: 0.1257 Validation Accuracy: 93.446712% Epoch 22, Batch 192513 -Loss: 0.1224 Validation Accuracy: 93.786848% Epoch 22, Batch 192641 -Loss: 0.1142 Validation Accuracy: 93.945578% Epoch 22, Batch 192769 -Loss: 0.0697 Validation Accuracy: 94.013605% Epoch 22, Batch 192897 -Loss: 0.0716 Validation Accuracy: 93.945578% Epoch 22, Batch 193025 -Loss: 0.0600 Validation Accuracy: 93.469388% Epoch 22, Batch 193153 -Loss: 0.0553 Validation Accuracy: 93.129252% Epoch 22, Batch 193281 -Loss: 0.1973 Validation Accuracy: 93.129252% Epoch 22, Batch 193409 -Loss: 0.0334 Validation Accuracy: 93.696145% Epoch 22, Batch 193537 -Loss: 0.0190 Validation Accuracy: 93.469388% Epoch 22, Batch 193665 -Loss: 0.0745 Validation Accuracy: 93.514739% Epoch 22, Batch 193793 -Loss: 0.0912 Validation Accuracy: 93.900227% Epoch 22, Batch 193921 -Loss: 0.0682 Validation Accuracy: 93.696145% Epoch 22, Batch 194049 -Loss: 0.0945 Validation Accuracy: 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-Loss: 0.0994 Validation Accuracy: 94.331066% Epoch 22, Batch 196097 -Loss: 0.0806 Validation Accuracy: 94.331066% Epoch 22, Batch 196225 -Loss: 0.0605 Validation Accuracy: 94.172336% Epoch 22, Batch 196353 -Loss: 0.0900 Validation Accuracy: 94.104308% Epoch 22, Batch 196481 -Loss: 0.0790 Validation Accuracy: 94.036281% Epoch 22, Batch 196609 -Loss: 0.1044 Validation Accuracy: 93.424036% Epoch 22, Batch 196737 -Loss: 0.0791 Validation Accuracy: 94.331066% Epoch 22, Batch 196865 -Loss: 0.0841 Validation Accuracy: 94.126984% Epoch 22, Batch 196993 -Loss: 0.0582 Validation Accuracy: 94.353742% Epoch 22, Batch 197121 -Loss: 0.0651 Validation Accuracy: 94.126984% Epoch 22, Batch 197249 -Loss: 0.0287 Validation Accuracy: 93.605442% Epoch 22, Batch 197377 -Loss: 0.1032 Validation Accuracy: 94.081633% Epoch 22, Batch 197505 -Loss: 0.0755 Validation Accuracy: 93.877551% Epoch 22, Batch 197633 -Loss: 0.0769 Validation Accuracy: 93.922902% Epoch 22, Batch 197761 -Loss: 0.0402 Validation Accuracy: 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-Loss: 0.0750 Validation Accuracy: 94.058957% Epoch 22, Batch 199809 -Loss: 0.2332 Validation Accuracy: 94.353741% Epoch 22, Batch 199937 -Loss: 0.0428 Validation Accuracy: 94.126984% Epoch 22, Batch 200065 -Loss: 0.0639 Validation Accuracy: 94.149660% Epoch 22, Batch 200193 -Loss: 0.1167 Validation Accuracy: 94.013605% Epoch 22, Batch 200321 -Loss: 0.0274 Validation Accuracy: 93.741497% Epoch 22, Batch 200449 -Loss: 0.1015 Validation Accuracy: 93.945578% Epoch 22, Batch 200577 -Loss: 0.0453 Validation Accuracy: 94.149660% Epoch 22, Batch 200705 -Loss: 0.1846 Validation Accuracy: 94.058957% Epoch 22, Batch 200833 -Loss: 0.0749 Validation Accuracy: 94.353742% Epoch 22, Batch 200961 -Loss: 0.0883 Validation Accuracy: 94.263039% Epoch 22, Batch 201089 -Loss: 0.0853 Validation Accuracy: 94.081633% Epoch 22, Batch 201217 -Loss: 0.0597 Validation Accuracy: 94.104308% Epoch 22, Batch 201345 -Loss: 0.0275 Validation Accuracy: 93.945578% Epoch 22, Batch 201473 -Loss: 0.0231 Validation Accuracy: 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-Loss: 0.0900 Validation Accuracy: 94.489796% Epoch 22, Batch 203521 -Loss: 0.0422 Validation Accuracy: 94.331066% Epoch 22, Batch 203649 -Loss: 0.0975 Validation Accuracy: 94.172336% Epoch 22, Batch 203777 -Loss: 0.0543 Validation Accuracy: 94.671202% Epoch 22, Batch 203905 -Loss: 0.0362 Validation Accuracy: 94.036281% Epoch 22, Batch 204033 -Loss: 0.0529 Validation Accuracy: 94.081633% Epoch 22, Batch 204161 -Loss: 0.0671 Validation Accuracy: 94.126984% Epoch 22, Batch 204289 -Loss: 0.1730 Validation Accuracy: 94.013605% Epoch 22, Batch 204417 -Loss: 0.0854 Validation Accuracy: 93.945578% Epoch 22, Batch 204545 -Loss: 0.0590 Validation Accuracy: 93.786848% Epoch 22, Batch 204673 -Loss: 0.0470 Validation Accuracy: 93.945578% Epoch 22, Batch 204801 -Loss: 0.0275 Validation Accuracy: 94.399093% Epoch 22, Batch 204929 -Loss: 0.0570 Validation Accuracy: 94.285714% Epoch 22, Batch 205057 -Loss: 0.0873 Validation Accuracy: 94.263039% Epoch 22, Batch 205185 -Loss: 0.0859 Validation Accuracy: 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-Loss: 0.0633 Validation Accuracy: 93.786848% Epoch 22, Batch 207233 -Loss: 0.0785 Validation Accuracy: 94.036281% Epoch 22, Batch 207361 -Loss: 0.0839 Validation Accuracy: 94.104308% Epoch 22, Batch 207489 -Loss: 0.0863 Validation Accuracy: 93.854875% Epoch 22, Batch 207617 -Loss: 0.0783 Validation Accuracy: 93.628118% Epoch 22, Batch 207745 -Loss: 0.0252 Validation Accuracy: 93.718821% Epoch 22, Batch 207873 -Loss: 0.1132 Validation Accuracy: 94.126984% Epoch 22, Batch 208001 -Loss: 0.0721 Validation Accuracy: 93.990930% Epoch 22, Batch 208129 -Loss: 0.0121 Validation Accuracy: 93.922902% Epoch 22, Batch 208257 -Loss: 0.0409 Validation Accuracy: 93.378685% Epoch 22, Batch 208385 -Loss: 0.0395 Validation Accuracy: 94.058957% Epoch 22, Batch 208513 -Loss: 0.0488 Validation Accuracy: 94.081633% Epoch 22, Batch 208641 -Loss: 0.0907 Validation Accuracy: 93.877551% Epoch 22, Batch 208769 -Loss: 0.0009 Validation Accuracy: 94.058957% Epoch 23, Batch 1 -Loss: 0.0784 Validation Accuracy: 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Validation Accuracy: 94.081633% Epoch 23, Batch 5889 -Loss: 0.0953 Validation Accuracy: 93.764172% Epoch 23, Batch 6017 -Loss: 0.1027 Validation Accuracy: 93.673469% Epoch 23, Batch 6145 -Loss: 0.0444 Validation Accuracy: 93.537415% Epoch 23, Batch 6273 -Loss: 0.1876 Validation Accuracy: 94.081633% Epoch 23, Batch 6401 -Loss: 0.0569 Validation Accuracy: 93.900227% Epoch 23, Batch 6529 -Loss: 0.0631 Validation Accuracy: 93.786848% Epoch 23, Batch 6657 -Loss: 0.0746 Validation Accuracy: 93.968254% Epoch 23, Batch 6785 -Loss: 0.0945 Validation Accuracy: 93.900227% Epoch 23, Batch 6913 -Loss: 0.0646 Validation Accuracy: 94.172336% Epoch 23, Batch 7041 -Loss: 0.0462 Validation Accuracy: 93.764172% Epoch 23, Batch 7169 -Loss: 0.0467 Validation Accuracy: 94.036281% Epoch 23, Batch 7297 -Loss: 0.0496 Validation Accuracy: 93.854875% Epoch 23, Batch 7425 -Loss: 0.0581 Validation Accuracy: 94.376417% Epoch 23, Batch 7553 -Loss: 0.0943 Validation Accuracy: 93.764172% Epoch 23, Batch 7681 -Loss: 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-Loss: 0.1192 Validation Accuracy: 94.081633% Epoch 23, Batch 15361 -Loss: 0.0926 Validation Accuracy: 94.036281% Epoch 23, Batch 15489 -Loss: 0.1823 Validation Accuracy: 93.990930% Epoch 23, Batch 15617 -Loss: 0.0115 Validation Accuracy: 93.990930% Epoch 23, Batch 15745 -Loss: 0.1046 Validation Accuracy: 94.081633% Epoch 23, Batch 15873 -Loss: 0.0379 Validation Accuracy: 94.058957% Epoch 23, Batch 16001 -Loss: 0.1081 Validation Accuracy: 94.739229% Epoch 23, Batch 16129 -Loss: 0.0732 Validation Accuracy: 94.285714% Epoch 23, Batch 16257 -Loss: 0.1000 Validation Accuracy: 94.058957% Epoch 23, Batch 16385 -Loss: 0.0910 Validation Accuracy: 94.625850% Epoch 23, Batch 16513 -Loss: 0.0658 Validation Accuracy: 94.308390% Epoch 23, Batch 16641 -Loss: 0.0944 Validation Accuracy: 94.104308% Epoch 23, Batch 16769 -Loss: 0.0812 Validation Accuracy: 94.535147% Epoch 23, Batch 16897 -Loss: 0.0207 Validation Accuracy: 94.557823% Epoch 23, Batch 17025 -Loss: 0.0491 Validation Accuracy: 93.764172% 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-Loss: 0.0978 Validation Accuracy: 94.693878% Epoch 23, Batch 20993 -Loss: 0.0550 Validation Accuracy: 94.172336% Epoch 23, Batch 21121 -Loss: 0.1430 Validation Accuracy: 94.535147% Epoch 23, Batch 21249 -Loss: 0.0369 Validation Accuracy: 94.195011% Epoch 23, Batch 21377 -Loss: 0.0610 Validation Accuracy: 94.172336% Epoch 23, Batch 21505 -Loss: 0.1098 Validation Accuracy: 93.990930% Epoch 23, Batch 21633 -Loss: 0.0232 Validation Accuracy: 94.195011% Epoch 23, Batch 21761 -Loss: 0.0769 Validation Accuracy: 94.580499% Epoch 23, Batch 21889 -Loss: 0.0345 Validation Accuracy: 94.353741% Epoch 23, Batch 22017 -Loss: 0.0363 Validation Accuracy: 94.217687% Epoch 23, Batch 22145 -Loss: 0.0704 Validation Accuracy: 93.945578% Epoch 23, Batch 22273 -Loss: 0.0945 Validation Accuracy: 94.421769% Epoch 23, Batch 22401 -Loss: 0.1143 Validation Accuracy: 94.285714% Epoch 23, Batch 22529 -Loss: 0.0610 Validation Accuracy: 94.603175% Epoch 23, Batch 22657 -Loss: 0.0626 Validation Accuracy: 94.376417% 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-Loss: 0.0371 Validation Accuracy: 93.968254% Epoch 23, Batch 26625 -Loss: 0.0414 Validation Accuracy: 93.764172% Epoch 23, Batch 26753 -Loss: 0.0744 Validation Accuracy: 94.104308% Epoch 23, Batch 26881 -Loss: 0.0862 Validation Accuracy: 93.650794% Epoch 23, Batch 27009 -Loss: 0.0309 Validation Accuracy: 94.172336% Epoch 23, Batch 27137 -Loss: 0.1147 Validation Accuracy: 93.832200% Epoch 23, Batch 27265 -Loss: 0.0453 Validation Accuracy: 93.809524% Epoch 23, Batch 27393 -Loss: 0.0361 Validation Accuracy: 93.718821% Epoch 23, Batch 27521 -Loss: 0.0522 Validation Accuracy: 94.353741% Epoch 23, Batch 27649 -Loss: 0.0522 Validation Accuracy: 93.854875% Epoch 23, Batch 27777 -Loss: 0.1104 Validation Accuracy: 94.263039% Epoch 23, Batch 27905 -Loss: 0.0378 Validation Accuracy: 93.718821% Epoch 23, Batch 28033 -Loss: 0.0146 Validation Accuracy: 93.741497% Epoch 23, Batch 28161 -Loss: 0.0472 Validation Accuracy: 93.786848% Epoch 23, Batch 28289 -Loss: 0.1320 Validation Accuracy: 93.492063% 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-Loss: 0.0475 Validation Accuracy: 94.058957% Epoch 23, Batch 32257 -Loss: 0.1600 Validation Accuracy: 93.560091% Epoch 23, Batch 32385 -Loss: 0.0507 Validation Accuracy: 93.605442% Epoch 23, Batch 32513 -Loss: 0.0365 Validation Accuracy: 94.013605% Epoch 23, Batch 32641 -Loss: 0.0178 Validation Accuracy: 93.832200% Epoch 23, Batch 32769 -Loss: 0.0434 Validation Accuracy: 93.741497% Epoch 23, Batch 32897 -Loss: 0.0273 Validation Accuracy: 93.514739% Epoch 23, Batch 33025 -Loss: 0.0378 Validation Accuracy: 93.446712% Epoch 23, Batch 33153 -Loss: 0.1102 Validation Accuracy: 93.310658% Epoch 23, Batch 33281 -Loss: 0.0888 Validation Accuracy: 93.015873% Epoch 23, Batch 33409 -Loss: 0.0699 Validation Accuracy: 93.219955% Epoch 23, Batch 33537 -Loss: 0.0923 Validation Accuracy: 93.446712% Epoch 23, Batch 33665 -Loss: 0.0660 Validation Accuracy: 93.401361% Epoch 23, Batch 33793 -Loss: 0.0505 Validation Accuracy: 93.877551% Epoch 23, Batch 33921 -Loss: 0.0466 Validation Accuracy: 93.628118% 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-Loss: 0.0359 Validation Accuracy: 94.240363% Epoch 23, Batch 37889 -Loss: 0.0343 Validation Accuracy: 93.764172% Epoch 23, Batch 38017 -Loss: 0.0692 Validation Accuracy: 93.741497% Epoch 23, Batch 38145 -Loss: 0.0464 Validation Accuracy: 93.673469% Epoch 23, Batch 38273 -Loss: 0.0172 Validation Accuracy: 93.922903% Epoch 23, Batch 38401 -Loss: 0.0860 Validation Accuracy: 94.036281% Epoch 23, Batch 38529 -Loss: 0.0273 Validation Accuracy: 94.172336% Epoch 23, Batch 38657 -Loss: 0.1205 Validation Accuracy: 94.467120% Epoch 23, Batch 38785 -Loss: 0.0715 Validation Accuracy: 94.512472% Epoch 23, Batch 38913 -Loss: 0.0821 Validation Accuracy: 93.809524% Epoch 23, Batch 39041 -Loss: 0.0702 Validation Accuracy: 94.263039% Epoch 23, Batch 39169 -Loss: 0.0148 Validation Accuracy: 94.172336% Epoch 23, Batch 39297 -Loss: 0.0822 Validation Accuracy: 93.968254% Epoch 23, Batch 39425 -Loss: 0.0572 Validation Accuracy: 94.104308% Epoch 23, Batch 39553 -Loss: 0.1068 Validation Accuracy: 93.990930% 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-Loss: 0.0553 Validation Accuracy: 93.469388% Epoch 23, Batch 43521 -Loss: 0.0584 Validation Accuracy: 93.990930% Epoch 23, Batch 43649 -Loss: 0.1612 Validation Accuracy: 94.172336% Epoch 23, Batch 43777 -Loss: 0.1084 Validation Accuracy: 93.854875% Epoch 23, Batch 43905 -Loss: 0.0937 Validation Accuracy: 94.013605% Epoch 23, Batch 44033 -Loss: 0.0479 Validation Accuracy: 93.786848% Epoch 23, Batch 44161 -Loss: 0.0968 Validation Accuracy: 94.104308% Epoch 23, Batch 44289 -Loss: 0.0492 Validation Accuracy: 93.990930% Epoch 23, Batch 44417 -Loss: 0.0162 Validation Accuracy: 93.650794% Epoch 23, Batch 44545 -Loss: 0.0334 Validation Accuracy: 93.990930% Epoch 23, Batch 44673 -Loss: 0.0668 Validation Accuracy: 94.240363% Epoch 23, Batch 44801 -Loss: 0.0937 Validation Accuracy: 93.877551% Epoch 23, Batch 44929 -Loss: 0.0510 Validation Accuracy: 93.809524% Epoch 23, Batch 45057 -Loss: 0.0755 Validation Accuracy: 93.605442% Epoch 23, Batch 45185 -Loss: 0.0566 Validation Accuracy: 93.764172% 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-Loss: 0.0730 Validation Accuracy: 94.126984% Epoch 23, Batch 49153 -Loss: 0.0789 Validation Accuracy: 94.081633% Epoch 23, Batch 49281 -Loss: 0.0191 Validation Accuracy: 94.058957% Epoch 23, Batch 49409 -Loss: 0.0306 Validation Accuracy: 94.444444% Epoch 23, Batch 49537 -Loss: 0.0412 Validation Accuracy: 94.217687% Epoch 23, Batch 49665 -Loss: 0.0294 Validation Accuracy: 94.603175% Epoch 23, Batch 49793 -Loss: 0.0902 Validation Accuracy: 94.104308% Epoch 23, Batch 49921 -Loss: 0.1078 Validation Accuracy: 94.172336% Epoch 23, Batch 50049 -Loss: 0.0641 Validation Accuracy: 94.353742% Epoch 23, Batch 50177 -Loss: 0.0737 Validation Accuracy: 94.036281% Epoch 23, Batch 50305 -Loss: 0.0406 Validation Accuracy: 94.376417% Epoch 23, Batch 50433 -Loss: 0.1419 Validation Accuracy: 94.081633% Epoch 23, Batch 50561 -Loss: 0.0241 Validation Accuracy: 94.444444% Epoch 23, Batch 50689 -Loss: 0.0632 Validation Accuracy: 94.444444% Epoch 23, Batch 50817 -Loss: 0.1109 Validation Accuracy: 94.195011% 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-Loss: 0.0293 Validation Accuracy: 93.628118% Epoch 23, Batch 54785 -Loss: 0.0937 Validation Accuracy: 94.058957% Epoch 23, Batch 54913 -Loss: 0.1888 Validation Accuracy: 93.673469% Epoch 23, Batch 55041 -Loss: 0.0978 Validation Accuracy: 93.809524% Epoch 23, Batch 55169 -Loss: 0.0418 Validation Accuracy: 94.240363% Epoch 23, Batch 55297 -Loss: 0.1198 Validation Accuracy: 93.696145% Epoch 23, Batch 55425 -Loss: 0.0352 Validation Accuracy: 93.424036% Epoch 23, Batch 55553 -Loss: 0.0276 Validation Accuracy: 93.900227% Epoch 23, Batch 55681 -Loss: 0.0172 Validation Accuracy: 93.922902% Epoch 23, Batch 55809 -Loss: 0.1501 Validation Accuracy: 94.013605% Epoch 23, Batch 55937 -Loss: 0.0400 Validation Accuracy: 94.444444% Epoch 23, Batch 56065 -Loss: 0.0317 Validation Accuracy: 94.104308% Epoch 23, Batch 56193 -Loss: 0.0450 Validation Accuracy: 94.058957% Epoch 23, Batch 56321 -Loss: 0.0868 Validation Accuracy: 94.263039% Epoch 23, Batch 56449 -Loss: 0.0365 Validation Accuracy: 94.058957% 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-Loss: 0.1116 Validation Accuracy: 93.673469% Epoch 23, Batch 60417 -Loss: 0.0832 Validation Accuracy: 94.013605% Epoch 23, Batch 60545 -Loss: 0.1156 Validation Accuracy: 94.376417% Epoch 23, Batch 60673 -Loss: 0.0262 Validation Accuracy: 94.376417% Epoch 23, Batch 60801 -Loss: 0.1265 Validation Accuracy: 93.877551% Epoch 23, Batch 60929 -Loss: 0.0571 Validation Accuracy: 94.308390% Epoch 23, Batch 61057 -Loss: 0.0254 Validation Accuracy: 94.467120% Epoch 23, Batch 61185 -Loss: 0.0211 Validation Accuracy: 93.854875% Epoch 23, Batch 61313 -Loss: 0.0525 Validation Accuracy: 93.945578% Epoch 23, Batch 61441 -Loss: 0.1575 Validation Accuracy: 93.832200% Epoch 23, Batch 61569 -Loss: 0.0189 Validation Accuracy: 94.058957% Epoch 23, Batch 61697 -Loss: 0.0873 Validation Accuracy: 94.535147% Epoch 23, Batch 61825 -Loss: 0.1116 Validation Accuracy: 94.217687% Epoch 23, Batch 61953 -Loss: 0.1141 Validation Accuracy: 94.467120% Epoch 23, Batch 62081 -Loss: 0.0820 Validation Accuracy: 94.353742% 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-Loss: 0.0492 Validation Accuracy: 94.331066% Epoch 23, Batch 66049 -Loss: 0.0261 Validation Accuracy: 94.399093% Epoch 23, Batch 66177 -Loss: 0.0958 Validation Accuracy: 94.353742% Epoch 23, Batch 66305 -Loss: 0.0196 Validation Accuracy: 94.331066% Epoch 23, Batch 66433 -Loss: 0.0272 Validation Accuracy: 93.945578% Epoch 23, Batch 66561 -Loss: 0.0482 Validation Accuracy: 94.308390% Epoch 23, Batch 66689 -Loss: 0.1160 Validation Accuracy: 94.603175% Epoch 23, Batch 66817 -Loss: 0.0884 Validation Accuracy: 94.603175% Epoch 23, Batch 66945 -Loss: 0.0483 Validation Accuracy: 94.557823% Epoch 23, Batch 67073 -Loss: 0.0240 Validation Accuracy: 94.671202% Epoch 23, Batch 67201 -Loss: 0.0620 Validation Accuracy: 94.489796% Epoch 23, Batch 67329 -Loss: 0.0437 Validation Accuracy: 94.444444% Epoch 23, Batch 67457 -Loss: 0.0404 Validation Accuracy: 94.308390% Epoch 23, Batch 67585 -Loss: 0.1713 Validation Accuracy: 94.580499% Epoch 23, Batch 67713 -Loss: 0.0753 Validation Accuracy: 94.240363% 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-Loss: 0.1201 Validation Accuracy: 93.764172% Epoch 23, Batch 71681 -Loss: 0.0139 Validation Accuracy: 93.673469% Epoch 23, Batch 71809 -Loss: 0.0326 Validation Accuracy: 94.149660% Epoch 23, Batch 71937 -Loss: 0.1386 Validation Accuracy: 93.537415% Epoch 23, Batch 72065 -Loss: 0.0740 Validation Accuracy: 93.333333% Epoch 23, Batch 72193 -Loss: 0.0622 Validation Accuracy: 93.764172% Epoch 23, Batch 72321 -Loss: 0.0575 Validation Accuracy: 93.877551% Epoch 23, Batch 72449 -Loss: 0.0516 Validation Accuracy: 94.240363% Epoch 23, Batch 72577 -Loss: 0.0973 Validation Accuracy: 93.809524% Epoch 23, Batch 72705 -Loss: 0.0466 Validation Accuracy: 93.968254% Epoch 23, Batch 72833 -Loss: 0.0497 Validation Accuracy: 94.489796% Epoch 23, Batch 72961 -Loss: 0.0474 Validation Accuracy: 94.285714% Epoch 23, Batch 73089 -Loss: 0.0867 Validation Accuracy: 94.081633% Epoch 23, Batch 73217 -Loss: 0.0376 Validation Accuracy: 94.081633% Epoch 23, Batch 73345 -Loss: 0.0843 Validation Accuracy: 93.560091% 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Accuracy: 93.945578% Epoch 23, Batch 75393 -Loss: 0.0966 Validation Accuracy: 93.990930% Epoch 23, Batch 75521 -Loss: 0.0472 Validation Accuracy: 93.832200% Epoch 23, Batch 75649 -Loss: 0.0329 Validation Accuracy: 93.832200% Epoch 23, Batch 75777 -Loss: 0.0516 Validation Accuracy: 94.421769% Epoch 23, Batch 75905 -Loss: 0.2227 Validation Accuracy: 93.764172% Epoch 23, Batch 76033 -Loss: 0.0436 Validation Accuracy: 93.990930% Epoch 23, Batch 76161 -Loss: 0.0851 Validation Accuracy: 93.877551% Epoch 23, Batch 76289 -Loss: 0.1177 Validation Accuracy: 93.922903% Epoch 23, Batch 76417 -Loss: 0.1107 Validation Accuracy: 93.696145% Epoch 23, Batch 76545 -Loss: 0.0587 Validation Accuracy: 93.990930% Epoch 23, Batch 76673 -Loss: 0.0817 Validation Accuracy: 93.764172% Epoch 23, Batch 76801 -Loss: 0.0202 Validation Accuracy: 94.036281% Epoch 23, Batch 76929 -Loss: 0.1006 Validation Accuracy: 93.922903% Epoch 23, Batch 77057 -Loss: 0.0291 Validation Accuracy: 94.331066% Epoch 23, Batch 77185 -Loss: 0.0529 Validation Accuracy: 93.854875% Epoch 23, Batch 77313 -Loss: 0.0939 Validation Accuracy: 94.285714% Epoch 23, Batch 77441 -Loss: 0.1294 Validation Accuracy: 93.945578% Epoch 23, Batch 77569 -Loss: 0.0745 Validation Accuracy: 94.126984% Epoch 23, Batch 77697 -Loss: 0.0174 Validation Accuracy: 93.922902% Epoch 23, Batch 77825 -Loss: 0.0945 Validation Accuracy: 94.217687% Epoch 23, Batch 77953 -Loss: 0.0769 Validation Accuracy: 94.217687% Epoch 23, Batch 78081 -Loss: 0.0116 Validation Accuracy: 94.376417% Epoch 23, Batch 78209 -Loss: 0.0372 Validation Accuracy: 94.535147% Epoch 23, Batch 78337 -Loss: 0.0461 Validation Accuracy: 93.990930% Epoch 23, Batch 78465 -Loss: 0.0346 Validation Accuracy: 94.557823% Epoch 23, Batch 78593 -Loss: 0.0217 Validation Accuracy: 94.603175% Epoch 23, Batch 78721 -Loss: 0.0427 Validation Accuracy: 94.263039% Epoch 23, Batch 78849 -Loss: 0.0656 Validation Accuracy: 94.240363% Epoch 23, Batch 78977 -Loss: 0.0998 Validation Accuracy: 94.693878% 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Accuracy: 94.058957% Epoch 23, Batch 81025 -Loss: 0.0822 Validation Accuracy: 94.331066% Epoch 23, Batch 81153 -Loss: 0.0453 Validation Accuracy: 94.376417% Epoch 23, Batch 81281 -Loss: 0.0150 Validation Accuracy: 94.036281% Epoch 23, Batch 81409 -Loss: 0.0950 Validation Accuracy: 94.149660% Epoch 23, Batch 81537 -Loss: 0.0162 Validation Accuracy: 94.376417% Epoch 23, Batch 81665 -Loss: 0.0388 Validation Accuracy: 94.308390% Epoch 23, Batch 81793 -Loss: 0.0575 Validation Accuracy: 94.263039% Epoch 23, Batch 81921 -Loss: 0.0535 Validation Accuracy: 94.195011% Epoch 23, Batch 82049 -Loss: 0.0612 Validation Accuracy: 93.900227% Epoch 23, Batch 82177 -Loss: 0.0900 Validation Accuracy: 93.628118% Epoch 23, Batch 82305 -Loss: 0.0425 Validation Accuracy: 94.285714% Epoch 23, Batch 82433 -Loss: 0.0569 Validation Accuracy: 93.650794% Epoch 23, Batch 82561 -Loss: 0.0472 Validation Accuracy: 93.877551% Epoch 23, Batch 82689 -Loss: 0.0754 Validation Accuracy: 93.945578% Epoch 23, Batch 82817 -Loss: 0.0590 Validation Accuracy: 93.900227% Epoch 23, Batch 82945 -Loss: 0.0767 Validation Accuracy: 93.990930% Epoch 23, Batch 83073 -Loss: 0.0223 Validation Accuracy: 93.832200% Epoch 23, Batch 83201 -Loss: 0.1006 Validation Accuracy: 94.172336% Epoch 23, Batch 83329 -Loss: 0.0913 Validation Accuracy: 94.308390% Epoch 23, Batch 83457 -Loss: 0.1049 Validation Accuracy: 94.240363% Epoch 23, Batch 83585 -Loss: 0.0246 Validation Accuracy: 93.945578% Epoch 23, Batch 83713 -Loss: 0.1402 Validation Accuracy: 94.104308% Epoch 23, Batch 83841 -Loss: 0.0221 Validation Accuracy: 94.376417% Epoch 23, Batch 83969 -Loss: 0.0483 Validation Accuracy: 94.263039% Epoch 23, Batch 84097 -Loss: 0.0105 Validation Accuracy: 94.285714% Epoch 23, Batch 84225 -Loss: 0.0623 Validation Accuracy: 94.308390% Epoch 23, Batch 84353 -Loss: 0.0141 Validation Accuracy: 94.285714% Epoch 23, Batch 84481 -Loss: 0.0641 Validation Accuracy: 94.172336% Epoch 23, Batch 84609 -Loss: 0.0545 Validation Accuracy: 94.376417% 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-Loss: 0.0559 Validation Accuracy: 93.968254% Epoch 23, Batch 88577 -Loss: 0.0506 Validation Accuracy: 94.058957% Epoch 23, Batch 88705 -Loss: 0.0824 Validation Accuracy: 93.945578% Epoch 23, Batch 88833 -Loss: 0.0595 Validation Accuracy: 94.058957% Epoch 23, Batch 88961 -Loss: 0.0521 Validation Accuracy: 94.172336% Epoch 23, Batch 89089 -Loss: 0.0113 Validation Accuracy: 94.240363% Epoch 23, Batch 89217 -Loss: 0.1018 Validation Accuracy: 94.580499% Epoch 23, Batch 89345 -Loss: 0.0327 Validation Accuracy: 94.467120% Epoch 23, Batch 89473 -Loss: 0.0540 Validation Accuracy: 94.467120% Epoch 23, Batch 89601 -Loss: 0.0158 Validation Accuracy: 93.922902% Epoch 23, Batch 89729 -Loss: 0.0532 Validation Accuracy: 94.308390% Epoch 23, Batch 89857 -Loss: 0.0996 Validation Accuracy: 93.900227% Epoch 23, Batch 89985 -Loss: 0.1254 Validation Accuracy: 93.764172% Epoch 23, Batch 90113 -Loss: 0.1676 Validation Accuracy: 93.877551% Epoch 23, Batch 90241 -Loss: 0.1039 Validation Accuracy: 93.968254% 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Accuracy: 94.739229% Epoch 23, Batch 92289 -Loss: 0.0908 Validation Accuracy: 94.217687% Epoch 23, Batch 92417 -Loss: 0.0490 Validation Accuracy: 93.968254% Epoch 23, Batch 92545 -Loss: 0.0436 Validation Accuracy: 93.764172% Epoch 23, Batch 92673 -Loss: 0.1249 Validation Accuracy: 94.013605% Epoch 23, Batch 92801 -Loss: 0.1518 Validation Accuracy: 93.990930% Epoch 23, Batch 92929 -Loss: 0.0466 Validation Accuracy: 94.240363% Epoch 23, Batch 93057 -Loss: 0.1647 Validation Accuracy: 93.900227% Epoch 23, Batch 93185 -Loss: 0.1063 Validation Accuracy: 94.489796% Epoch 23, Batch 93313 -Loss: 0.0272 Validation Accuracy: 94.376417% Epoch 23, Batch 93441 -Loss: 0.1110 Validation Accuracy: 93.945578% Epoch 23, Batch 93569 -Loss: 0.0403 Validation Accuracy: 94.285714% Epoch 23, Batch 93697 -Loss: 0.0649 Validation Accuracy: 94.195011% Epoch 23, Batch 93825 -Loss: 0.0163 Validation Accuracy: 93.560091% Epoch 23, Batch 93953 -Loss: 0.0207 Validation Accuracy: 93.786848% Epoch 23, Batch 94081 -Loss: 0.0562 Validation Accuracy: 94.058957% Epoch 23, Batch 94209 -Loss: 0.0623 Validation Accuracy: 93.605442% Epoch 23, Batch 94337 -Loss: 0.0615 Validation Accuracy: 93.922903% Epoch 23, Batch 94465 -Loss: 0.0640 Validation Accuracy: 93.764172% Epoch 23, Batch 94593 -Loss: 0.0565 Validation Accuracy: 93.945578% Epoch 23, Batch 94721 -Loss: 0.0616 Validation Accuracy: 93.990930% Epoch 23, Batch 94849 -Loss: 0.0788 Validation Accuracy: 93.809524% Epoch 23, Batch 94977 -Loss: 0.0758 Validation Accuracy: 93.741497% Epoch 23, Batch 95105 -Loss: 0.0744 Validation Accuracy: 93.945578% Epoch 23, Batch 95233 -Loss: 0.0557 Validation Accuracy: 93.605442% Epoch 23, Batch 95361 -Loss: 0.1671 Validation Accuracy: 93.764172% Epoch 23, Batch 95489 -Loss: 0.1409 Validation Accuracy: 94.081633% Epoch 23, Batch 95617 -Loss: 0.0700 Validation Accuracy: 93.922903% Epoch 23, Batch 95745 -Loss: 0.1118 Validation Accuracy: 93.968254% Epoch 23, Batch 95873 -Loss: 0.1670 Validation Accuracy: 93.945578% 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-Loss: 0.0557 Validation Accuracy: 94.421769% Epoch 23, Batch 99841 -Loss: 0.0291 Validation Accuracy: 94.580499% Epoch 23, Batch 99969 -Loss: 0.0332 Validation Accuracy: 94.965986% Epoch 23, Batch 100097 -Loss: 0.0973 Validation Accuracy: 94.671202% Epoch 23, Batch 100225 -Loss: 0.1753 Validation Accuracy: 94.761905% Epoch 23, Batch 100353 -Loss: 0.0856 Validation Accuracy: 94.263039% Epoch 23, Batch 100481 -Loss: 0.0557 Validation Accuracy: 94.126984% Epoch 23, Batch 100609 -Loss: 0.0777 Validation Accuracy: 94.149660% Epoch 23, Batch 100737 -Loss: 0.0918 Validation Accuracy: 94.671202% Epoch 23, Batch 100865 -Loss: 0.0680 Validation Accuracy: 94.331066% Epoch 23, Batch 100993 -Loss: 0.1100 Validation Accuracy: 94.195011% Epoch 23, Batch 101121 -Loss: 0.0581 Validation Accuracy: 94.195011% Epoch 23, Batch 101249 -Loss: 0.0874 Validation Accuracy: 94.308390% Epoch 23, Batch 101377 -Loss: 0.0990 Validation Accuracy: 94.308390% Epoch 23, Batch 101505 -Loss: 0.0925 Validation Accuracy: 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-Loss: 0.0894 Validation Accuracy: 94.285714% Epoch 23, Batch 103553 -Loss: 0.0785 Validation Accuracy: 94.331066% Epoch 23, Batch 103681 -Loss: 0.0753 Validation Accuracy: 93.922902% Epoch 23, Batch 103809 -Loss: 0.0704 Validation Accuracy: 94.172336% Epoch 23, Batch 103937 -Loss: 0.0314 Validation Accuracy: 94.149660% Epoch 23, Batch 104065 -Loss: 0.1342 Validation Accuracy: 94.240363% Epoch 23, Batch 104193 -Loss: 0.0209 Validation Accuracy: 94.263039% Epoch 23, Batch 104321 -Loss: 0.0939 Validation Accuracy: 94.126984% Epoch 23, Batch 104449 -Loss: 0.0341 Validation Accuracy: 94.195011% Epoch 23, Batch 104577 -Loss: 0.0871 Validation Accuracy: 93.764172% Epoch 23, Batch 104705 -Loss: 0.0849 Validation Accuracy: 93.990930% Epoch 23, Batch 104833 -Loss: 0.0811 Validation Accuracy: 93.650794% Epoch 23, Batch 104961 -Loss: 0.0333 Validation Accuracy: 94.058957% Epoch 23, Batch 105089 -Loss: 0.1529 Validation Accuracy: 94.081633% Epoch 23, Batch 105217 -Loss: 0.0070 Validation Accuracy: 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-Loss: 0.2121 Validation Accuracy: 93.469388% Epoch 23, Batch 107265 -Loss: 0.1844 Validation Accuracy: 93.741497% Epoch 23, Batch 107393 -Loss: 0.1088 Validation Accuracy: 93.446712% Epoch 23, Batch 107521 -Loss: 0.0915 Validation Accuracy: 93.582766% Epoch 23, Batch 107649 -Loss: 0.1001 Validation Accuracy: 94.308390% Epoch 23, Batch 107777 -Loss: 0.0314 Validation Accuracy: 93.990930% Epoch 23, Batch 107905 -Loss: 0.1449 Validation Accuracy: 93.877551% Epoch 23, Batch 108033 -Loss: 0.0540 Validation Accuracy: 93.854875% Epoch 23, Batch 108161 -Loss: 0.0288 Validation Accuracy: 94.263039% Epoch 23, Batch 108289 -Loss: 0.0430 Validation Accuracy: 93.854875% Epoch 23, Batch 108417 -Loss: 0.0518 Validation Accuracy: 93.922903% Epoch 23, Batch 108545 -Loss: 0.0523 Validation Accuracy: 94.285714% Epoch 23, Batch 108673 -Loss: 0.0862 Validation Accuracy: 94.467120% Epoch 23, Batch 108801 -Loss: 0.0718 Validation Accuracy: 94.149660% Epoch 23, Batch 108929 -Loss: 0.0599 Validation Accuracy: 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-Loss: 0.0242 Validation Accuracy: 94.331066% Epoch 23, Batch 114689 -Loss: 0.0500 Validation Accuracy: 94.467120% Epoch 23, Batch 114817 -Loss: 0.0711 Validation Accuracy: 93.741497% Epoch 23, Batch 114945 -Loss: 0.1096 Validation Accuracy: 93.854875% Epoch 23, Batch 115073 -Loss: 0.0370 Validation Accuracy: 94.263039% Epoch 23, Batch 115201 -Loss: 0.0483 Validation Accuracy: 93.968254% Epoch 23, Batch 115329 -Loss: 0.0887 Validation Accuracy: 94.195011% Epoch 23, Batch 115457 -Loss: 0.1016 Validation Accuracy: 94.081633% Epoch 23, Batch 115585 -Loss: 0.0496 Validation Accuracy: 93.990930% Epoch 23, Batch 115713 -Loss: 0.0820 Validation Accuracy: 94.421769% Epoch 23, Batch 115841 -Loss: 0.0219 Validation Accuracy: 94.104308% Epoch 23, Batch 115969 -Loss: 0.0455 Validation Accuracy: 94.195011% Epoch 23, Batch 116097 -Loss: 0.0746 Validation Accuracy: 94.376417% Epoch 23, Batch 116225 -Loss: 0.0328 Validation Accuracy: 94.353742% Epoch 23, Batch 116353 -Loss: 0.0493 Validation Accuracy: 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-Loss: 0.1004 Validation Accuracy: 94.535147% Epoch 23, Batch 118401 -Loss: 0.1128 Validation Accuracy: 94.512472% Epoch 23, Batch 118529 -Loss: 0.0892 Validation Accuracy: 94.058957% Epoch 23, Batch 118657 -Loss: 0.0776 Validation Accuracy: 94.716553% Epoch 23, Batch 118785 -Loss: 0.0501 Validation Accuracy: 94.036281% Epoch 23, Batch 118913 -Loss: 0.0809 Validation Accuracy: 94.489796% Epoch 23, Batch 119041 -Loss: 0.1694 Validation Accuracy: 94.058957% Epoch 23, Batch 119169 -Loss: 0.0714 Validation Accuracy: 94.331066% Epoch 23, Batch 119297 -Loss: 0.0646 Validation Accuracy: 94.240363% Epoch 23, Batch 119425 -Loss: 0.0336 Validation Accuracy: 94.195011% Epoch 23, Batch 119553 -Loss: 0.1364 Validation Accuracy: 94.081633% Epoch 23, Batch 119681 -Loss: 0.1458 Validation Accuracy: 94.671202% Epoch 23, Batch 119809 -Loss: 0.0546 Validation Accuracy: 94.081633% Epoch 23, Batch 119937 -Loss: 0.0215 Validation Accuracy: 94.467120% Epoch 23, Batch 120065 -Loss: 0.1185 Validation Accuracy: 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-Loss: 0.0881 Validation Accuracy: 94.331066% Epoch 23, Batch 122113 -Loss: 0.0485 Validation Accuracy: 93.968254% Epoch 23, Batch 122241 -Loss: 0.1032 Validation Accuracy: 94.036281% Epoch 23, Batch 122369 -Loss: 0.0362 Validation Accuracy: 93.900227% Epoch 23, Batch 122497 -Loss: 0.0664 Validation Accuracy: 94.013605% Epoch 23, Batch 122625 -Loss: 0.0761 Validation Accuracy: 93.786848% Epoch 23, Batch 122753 -Loss: 0.0239 Validation Accuracy: 93.786848% Epoch 23, Batch 122881 -Loss: 0.0528 Validation Accuracy: 93.650794% Epoch 23, Batch 123009 -Loss: 0.0293 Validation Accuracy: 94.058957% Epoch 23, Batch 123137 -Loss: 0.1841 Validation Accuracy: 94.285714% Epoch 23, Batch 123265 -Loss: 0.1957 Validation Accuracy: 93.809524% Epoch 23, Batch 123393 -Loss: 0.1977 Validation Accuracy: 94.308390% Epoch 23, Batch 123521 -Loss: 0.0537 Validation Accuracy: 93.900227% Epoch 23, Batch 123649 -Loss: 0.0838 Validation Accuracy: 93.650794% Epoch 23, Batch 123777 -Loss: 0.1747 Validation Accuracy: 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-Loss: 0.1238 Validation Accuracy: 94.172336% Epoch 23, Batch 125825 -Loss: 0.0966 Validation Accuracy: 94.308390% Epoch 23, Batch 125953 -Loss: 0.0457 Validation Accuracy: 94.149660% Epoch 23, Batch 126081 -Loss: 0.0592 Validation Accuracy: 94.036281% Epoch 23, Batch 126209 -Loss: 0.0476 Validation Accuracy: 93.696145% Epoch 23, Batch 126337 -Loss: 0.0792 Validation Accuracy: 94.149660% Epoch 23, Batch 126465 -Loss: 0.0949 Validation Accuracy: 94.331066% Epoch 23, Batch 126593 -Loss: 0.0732 Validation Accuracy: 94.580499% Epoch 23, Batch 126721 -Loss: 0.0844 Validation Accuracy: 93.809524% Epoch 23, Batch 126849 -Loss: 0.0944 Validation Accuracy: 94.263039% Epoch 23, Batch 126977 -Loss: 0.0390 Validation Accuracy: 94.149660% Epoch 23, Batch 127105 -Loss: 0.0344 Validation Accuracy: 94.126984% Epoch 23, Batch 127233 -Loss: 0.0861 Validation Accuracy: 94.081633% Epoch 23, Batch 127361 -Loss: 0.0409 Validation Accuracy: 94.013605% Epoch 23, Batch 127489 -Loss: 0.0674 Validation Accuracy: 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-Loss: 0.0672 Validation Accuracy: 93.990930% Epoch 23, Batch 129537 -Loss: 0.0778 Validation Accuracy: 93.696145% Epoch 23, Batch 129665 -Loss: 0.1098 Validation Accuracy: 93.786848% Epoch 23, Batch 129793 -Loss: 0.0344 Validation Accuracy: 94.036281% Epoch 23, Batch 129921 -Loss: 0.1541 Validation Accuracy: 93.877551% Epoch 23, Batch 130049 -Loss: 0.1525 Validation Accuracy: 94.263039% Epoch 23, Batch 130177 -Loss: 0.0702 Validation Accuracy: 93.764172% Epoch 23, Batch 130305 -Loss: 0.1946 Validation Accuracy: 94.172336% Epoch 23, Batch 130433 -Loss: 0.0522 Validation Accuracy: 94.126984% Epoch 23, Batch 130561 -Loss: 0.1604 Validation Accuracy: 93.968254% Epoch 23, Batch 130689 -Loss: 0.1122 Validation Accuracy: 94.013605% Epoch 23, Batch 130817 -Loss: 0.0318 Validation Accuracy: 93.582766% Epoch 23, Batch 130945 -Loss: 0.1737 Validation Accuracy: 93.514739% Epoch 23, Batch 131073 -Loss: 0.0335 Validation Accuracy: 93.741497% Epoch 23, Batch 131201 -Loss: 0.0584 Validation Accuracy: 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-Loss: 0.0475 Validation Accuracy: 93.650794% Epoch 23, Batch 133249 -Loss: 0.0339 Validation Accuracy: 94.217687% Epoch 23, Batch 133377 -Loss: 0.0152 Validation Accuracy: 94.217687% Epoch 23, Batch 133505 -Loss: 0.1208 Validation Accuracy: 94.126984% Epoch 23, Batch 133633 -Loss: 0.0643 Validation Accuracy: 93.786848% Epoch 23, Batch 133761 -Loss: 0.0499 Validation Accuracy: 94.263039% Epoch 23, Batch 133889 -Loss: 0.0658 Validation Accuracy: 94.195011% Epoch 23, Batch 134017 -Loss: 0.0801 Validation Accuracy: 94.489796% Epoch 23, Batch 134145 -Loss: 0.0283 Validation Accuracy: 94.308390% Epoch 23, Batch 134273 -Loss: 0.0349 Validation Accuracy: 94.421769% Epoch 23, Batch 134401 -Loss: 0.0642 Validation Accuracy: 94.557823% Epoch 23, Batch 134529 -Loss: 0.0520 Validation Accuracy: 94.557823% Epoch 23, Batch 134657 -Loss: 0.1259 Validation Accuracy: 93.696145% Epoch 23, Batch 134785 -Loss: 0.0768 Validation Accuracy: 94.058957% Epoch 23, Batch 134913 -Loss: 0.1465 Validation Accuracy: 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-Loss: 0.0190 Validation Accuracy: 93.900227% Epoch 23, Batch 136961 -Loss: 0.0344 Validation Accuracy: 94.058957% Epoch 23, Batch 137089 -Loss: 0.0525 Validation Accuracy: 94.081633% Epoch 23, Batch 137217 -Loss: 0.1172 Validation Accuracy: 93.809524% Epoch 23, Batch 137345 -Loss: 0.0278 Validation Accuracy: 94.058957% Epoch 23, Batch 137473 -Loss: 0.0822 Validation Accuracy: 94.126984% Epoch 23, Batch 137601 -Loss: 0.0720 Validation Accuracy: 94.036281% Epoch 23, Batch 137729 -Loss: 0.0348 Validation Accuracy: 94.195011% Epoch 23, Batch 137857 -Loss: 0.0687 Validation Accuracy: 94.263039% Epoch 23, Batch 137985 -Loss: 0.0312 Validation Accuracy: 94.217687% Epoch 23, Batch 138113 -Loss: 0.0751 Validation Accuracy: 94.285714% Epoch 23, Batch 138241 -Loss: 0.0218 Validation Accuracy: 94.240363% Epoch 23, Batch 138369 -Loss: 0.0443 Validation Accuracy: 94.058957% Epoch 23, Batch 138497 -Loss: 0.0856 Validation Accuracy: 93.990930% Epoch 23, Batch 138625 -Loss: 0.0240 Validation Accuracy: 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-Loss: 0.0637 Validation Accuracy: 93.809524% Epoch 23, Batch 140673 -Loss: 0.0214 Validation Accuracy: 93.922902% Epoch 23, Batch 140801 -Loss: 0.0813 Validation Accuracy: 93.990930% Epoch 23, Batch 140929 -Loss: 0.0734 Validation Accuracy: 93.718821% Epoch 23, Batch 141057 -Loss: 0.1015 Validation Accuracy: 93.650794% Epoch 23, Batch 141185 -Loss: 0.0960 Validation Accuracy: 94.013605% Epoch 23, Batch 141313 -Loss: 0.0468 Validation Accuracy: 94.172336% Epoch 23, Batch 141441 -Loss: 0.0384 Validation Accuracy: 93.537415% Epoch 23, Batch 141569 -Loss: 0.0326 Validation Accuracy: 94.195011% Epoch 23, Batch 141697 -Loss: 0.1388 Validation Accuracy: 93.673469% Epoch 23, Batch 141825 -Loss: 0.0496 Validation Accuracy: 93.650794% Epoch 23, Batch 141953 -Loss: 0.0612 Validation Accuracy: 93.718821% Epoch 23, Batch 142081 -Loss: 0.0363 Validation Accuracy: 93.832200% Epoch 23, Batch 142209 -Loss: 0.0647 Validation Accuracy: 93.809524% Epoch 23, Batch 142337 -Loss: 0.0715 Validation Accuracy: 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-Loss: 0.0136 Validation Accuracy: 94.331066% Epoch 23, Batch 144385 -Loss: 0.0648 Validation Accuracy: 94.195011% Epoch 23, Batch 144513 -Loss: 0.0737 Validation Accuracy: 93.945578% Epoch 23, Batch 144641 -Loss: 0.0209 Validation Accuracy: 93.968254% Epoch 23, Batch 144769 -Loss: 0.0974 Validation Accuracy: 93.900227% Epoch 23, Batch 144897 -Loss: 0.1337 Validation Accuracy: 93.990930% Epoch 23, Batch 145025 -Loss: 0.0652 Validation Accuracy: 94.013605% Epoch 23, Batch 145153 -Loss: 0.0234 Validation Accuracy: 93.990930% Epoch 23, Batch 145281 -Loss: 0.0976 Validation Accuracy: 94.081633% Epoch 23, Batch 145409 -Loss: 0.0250 Validation Accuracy: 94.399093% Epoch 23, Batch 145537 -Loss: 0.1064 Validation Accuracy: 94.308390% Epoch 23, Batch 145665 -Loss: 0.0254 Validation Accuracy: 94.104308% Epoch 23, Batch 145793 -Loss: 0.0252 Validation Accuracy: 94.285714% Epoch 23, Batch 145921 -Loss: 0.0909 Validation Accuracy: 94.104308% Epoch 23, Batch 146049 -Loss: 0.0248 Validation Accuracy: 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-Loss: 0.0337 Validation Accuracy: 93.514739% Epoch 23, Batch 148097 -Loss: 0.0574 Validation Accuracy: 93.741497% Epoch 23, Batch 148225 -Loss: 0.0319 Validation Accuracy: 93.628118% Epoch 23, Batch 148353 -Loss: 0.0847 Validation Accuracy: 93.151927% Epoch 23, Batch 148481 -Loss: 0.1190 Validation Accuracy: 93.673469% Epoch 23, Batch 148609 -Loss: 0.0816 Validation Accuracy: 93.401361% Epoch 23, Batch 148737 -Loss: 0.0892 Validation Accuracy: 94.126984% Epoch 23, Batch 148865 -Loss: 0.1293 Validation Accuracy: 93.605442% Epoch 23, Batch 148993 -Loss: 0.0981 Validation Accuracy: 93.265306% Epoch 23, Batch 149121 -Loss: 0.0482 Validation Accuracy: 93.242630% Epoch 23, Batch 149249 -Loss: 0.0266 Validation Accuracy: 93.537415% Epoch 23, Batch 149377 -Loss: 0.0322 Validation Accuracy: 93.718821% Epoch 23, Batch 149505 -Loss: 0.0155 Validation Accuracy: 93.492063% Epoch 23, Batch 149633 -Loss: 0.0442 Validation Accuracy: 94.376417% Epoch 23, Batch 149761 -Loss: 0.0182 Validation Accuracy: 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-Loss: 0.0340 Validation Accuracy: 93.764172% Epoch 23, Batch 151809 -Loss: 0.0237 Validation Accuracy: 93.673469% Epoch 23, Batch 151937 -Loss: 0.0558 Validation Accuracy: 93.877551% Epoch 23, Batch 152065 -Loss: 0.0304 Validation Accuracy: 94.013605% Epoch 23, Batch 152193 -Loss: 0.0804 Validation Accuracy: 93.764172% Epoch 23, Batch 152321 -Loss: 0.0957 Validation Accuracy: 93.174603% Epoch 23, Batch 152449 -Loss: 0.0271 Validation Accuracy: 93.242630% Epoch 23, Batch 152577 -Loss: 0.1419 Validation Accuracy: 94.104308% Epoch 23, Batch 152705 -Loss: 0.0893 Validation Accuracy: 93.605442% Epoch 23, Batch 152833 -Loss: 0.0938 Validation Accuracy: 93.809524% Epoch 23, Batch 152961 -Loss: 0.1138 Validation Accuracy: 93.922903% Epoch 23, Batch 153089 -Loss: 0.0258 Validation Accuracy: 94.036281% Epoch 23, Batch 153217 -Loss: 0.0460 Validation Accuracy: 93.696145% Epoch 23, Batch 153345 -Loss: 0.0376 Validation Accuracy: 93.696145% Epoch 23, Batch 153473 -Loss: 0.0407 Validation Accuracy: 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-Loss: 0.0247 Validation Accuracy: 93.560091% Epoch 23, Batch 155521 -Loss: 0.0579 Validation Accuracy: 93.786848% Epoch 23, Batch 155649 -Loss: 0.0629 Validation Accuracy: 93.786848% Epoch 23, Batch 155777 -Loss: 0.0405 Validation Accuracy: 93.537415% Epoch 23, Batch 155905 -Loss: 0.1578 Validation Accuracy: 93.764172% Epoch 23, Batch 156033 -Loss: 0.0286 Validation Accuracy: 93.696145% Epoch 23, Batch 156161 -Loss: 0.0735 Validation Accuracy: 93.741497% Epoch 23, Batch 156289 -Loss: 0.1744 Validation Accuracy: 93.764172% Epoch 23, Batch 156417 -Loss: 0.1057 Validation Accuracy: 93.854875% Epoch 23, Batch 156545 -Loss: 0.0265 Validation Accuracy: 93.786848% Epoch 23, Batch 156673 -Loss: 0.0665 Validation Accuracy: 94.058957% Epoch 23, Batch 156801 -Loss: 0.0676 Validation Accuracy: 93.741497% Epoch 23, Batch 156929 -Loss: 0.1435 Validation Accuracy: 93.922903% Epoch 23, Batch 157057 -Loss: 0.1150 Validation Accuracy: 94.013605% Epoch 23, Batch 157185 -Loss: 0.0275 Validation Accuracy: 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-Loss: 0.0310 Validation Accuracy: 93.786848% Epoch 23, Batch 159233 -Loss: 0.0401 Validation Accuracy: 93.786848% Epoch 23, Batch 159361 -Loss: 0.0489 Validation Accuracy: 93.832200% Epoch 23, Batch 159489 -Loss: 0.1046 Validation Accuracy: 93.492063% Epoch 23, Batch 159617 -Loss: 0.0959 Validation Accuracy: 94.285714% Epoch 23, Batch 159745 -Loss: 0.1151 Validation Accuracy: 94.172336% Epoch 23, Batch 159873 -Loss: 0.0865 Validation Accuracy: 93.809524% Epoch 23, Batch 160001 -Loss: 0.0356 Validation Accuracy: 94.603175% Epoch 23, Batch 160129 -Loss: 0.0622 Validation Accuracy: 94.126984% Epoch 23, Batch 160257 -Loss: 0.0273 Validation Accuracy: 94.104308% Epoch 23, Batch 160385 -Loss: 0.0772 Validation Accuracy: 94.240363% Epoch 23, Batch 160513 -Loss: 0.0511 Validation Accuracy: 93.922903% Epoch 23, Batch 160641 -Loss: 0.0564 Validation Accuracy: 93.968254% Epoch 23, Batch 160769 -Loss: 0.0748 Validation Accuracy: 94.195011% Epoch 23, Batch 160897 -Loss: 0.0622 Validation Accuracy: 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-Loss: 0.1305 Validation Accuracy: 93.242630% Epoch 23, Batch 162945 -Loss: 0.0707 Validation Accuracy: 93.197279% Epoch 23, Batch 163073 -Loss: 0.1363 Validation Accuracy: 93.582766% Epoch 23, Batch 163201 -Loss: 0.0564 Validation Accuracy: 93.446712% Epoch 23, Batch 163329 -Loss: 0.0183 Validation Accuracy: 93.741497% Epoch 23, Batch 163457 -Loss: 0.0153 Validation Accuracy: 93.854875% Epoch 23, Batch 163585 -Loss: 0.0225 Validation Accuracy: 93.378685% Epoch 23, Batch 163713 -Loss: 0.1520 Validation Accuracy: 93.832200% Epoch 23, Batch 163841 -Loss: 0.1384 Validation Accuracy: 93.854875% Epoch 23, Batch 163969 -Loss: 0.0604 Validation Accuracy: 93.696145% Epoch 23, Batch 164097 -Loss: 0.1008 Validation Accuracy: 93.877551% Epoch 23, Batch 164225 -Loss: 0.0402 Validation Accuracy: 93.560091% Epoch 23, Batch 164353 -Loss: 0.0578 Validation Accuracy: 94.376417% Epoch 23, Batch 164481 -Loss: 0.0804 Validation Accuracy: 93.560091% Epoch 23, Batch 164609 -Loss: 0.0828 Validation Accuracy: 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-Loss: 0.0462 Validation Accuracy: 94.308390% Epoch 23, Batch 166657 -Loss: 0.0536 Validation Accuracy: 93.968254% Epoch 23, Batch 166785 -Loss: 0.1256 Validation Accuracy: 93.582766% Epoch 23, Batch 166913 -Loss: 0.1715 Validation Accuracy: 94.058957% Epoch 23, Batch 167041 -Loss: 0.0685 Validation Accuracy: 94.195011% Epoch 23, Batch 167169 -Loss: 0.1079 Validation Accuracy: 94.013605% Epoch 23, Batch 167297 -Loss: 0.0658 Validation Accuracy: 93.628118% Epoch 23, Batch 167425 -Loss: 0.0419 Validation Accuracy: 93.741497% Epoch 23, Batch 167553 -Loss: 0.0517 Validation Accuracy: 93.673469% Epoch 23, Batch 167681 -Loss: 0.0300 Validation Accuracy: 93.492063% Epoch 23, Batch 167809 -Loss: 0.1031 Validation Accuracy: 93.809524% Epoch 23, Batch 167937 -Loss: 0.0541 Validation Accuracy: 93.628118% Epoch 23, Batch 168065 -Loss: 0.0250 Validation Accuracy: 93.696145% Epoch 23, Batch 168193 -Loss: 0.0789 Validation Accuracy: 93.922902% Epoch 23, Batch 168321 -Loss: 0.0781 Validation Accuracy: 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-Loss: 0.0127 Validation Accuracy: 93.854875% Epoch 23, Batch 170369 -Loss: 0.1120 Validation Accuracy: 93.514739% Epoch 23, Batch 170497 -Loss: 0.1116 Validation Accuracy: 93.696145% Epoch 23, Batch 170625 -Loss: 0.1291 Validation Accuracy: 94.081633% Epoch 23, Batch 170753 -Loss: 0.0707 Validation Accuracy: 93.673469% Epoch 23, Batch 170881 -Loss: 0.0437 Validation Accuracy: 93.900227% Epoch 23, Batch 171009 -Loss: 0.0389 Validation Accuracy: 93.446712% Epoch 23, Batch 171137 -Loss: 0.1015 Validation Accuracy: 93.582766% Epoch 23, Batch 171265 -Loss: 0.1018 Validation Accuracy: 93.582766% Epoch 23, Batch 171393 -Loss: 0.0871 Validation Accuracy: 93.764172% Epoch 23, Batch 171521 -Loss: 0.0283 Validation Accuracy: 93.242630% Epoch 23, Batch 171649 -Loss: 0.0447 Validation Accuracy: 93.764172% Epoch 23, Batch 171777 -Loss: 0.0285 Validation Accuracy: 93.514739% Epoch 23, Batch 171905 -Loss: 0.0692 Validation Accuracy: 94.195011% Epoch 23, Batch 172033 -Loss: 0.0683 Validation Accuracy: 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-Loss: 0.0662 Validation Accuracy: 94.444444% Epoch 23, Batch 174081 -Loss: 0.0761 Validation Accuracy: 94.081633% Epoch 23, Batch 174209 -Loss: 0.0214 Validation Accuracy: 94.217687% Epoch 23, Batch 174337 -Loss: 0.0721 Validation Accuracy: 94.126984% Epoch 23, Batch 174465 -Loss: 0.0804 Validation Accuracy: 94.285714% Epoch 23, Batch 174593 -Loss: 0.0584 Validation Accuracy: 94.058957% Epoch 23, Batch 174721 -Loss: 0.1518 Validation Accuracy: 94.376417% Epoch 23, Batch 174849 -Loss: 0.1354 Validation Accuracy: 94.081633% Epoch 23, Batch 174977 -Loss: 0.0631 Validation Accuracy: 93.945578% Epoch 23, Batch 175105 -Loss: 0.0213 Validation Accuracy: 93.900227% Epoch 23, Batch 175233 -Loss: 0.0577 Validation Accuracy: 93.718821% Epoch 23, Batch 175361 -Loss: 0.0622 Validation Accuracy: 93.900227% Epoch 23, Batch 175489 -Loss: 0.0668 Validation Accuracy: 94.149660% Epoch 23, Batch 175617 -Loss: 0.0535 Validation Accuracy: 94.149660% Epoch 23, Batch 175745 -Loss: 0.0737 Validation Accuracy: 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-Loss: 0.0303 Validation Accuracy: 93.968254% Epoch 23, Batch 181505 -Loss: 0.0362 Validation Accuracy: 93.514739% Epoch 23, Batch 181633 -Loss: 0.0558 Validation Accuracy: 93.990930% Epoch 23, Batch 181761 -Loss: 0.1336 Validation Accuracy: 93.990930% Epoch 23, Batch 181889 -Loss: 0.0339 Validation Accuracy: 93.605442% Epoch 23, Batch 182017 -Loss: 0.1131 Validation Accuracy: 93.877551% Epoch 23, Batch 182145 -Loss: 0.0467 Validation Accuracy: 93.605442% Epoch 23, Batch 182273 -Loss: 0.1198 Validation Accuracy: 93.582766% Epoch 23, Batch 182401 -Loss: 0.0643 Validation Accuracy: 93.469388% Epoch 23, Batch 182529 -Loss: 0.1065 Validation Accuracy: 93.582766% Epoch 23, Batch 182657 -Loss: 0.0896 Validation Accuracy: 93.696145% Epoch 23, Batch 182785 -Loss: 0.0443 Validation Accuracy: 93.764172% Epoch 23, Batch 182913 -Loss: 0.0625 Validation Accuracy: 93.786848% Epoch 23, Batch 183041 -Loss: 0.0362 Validation Accuracy: 93.605442% Epoch 23, Batch 183169 -Loss: 0.0290 Validation Accuracy: 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-Loss: 0.0687 Validation Accuracy: 93.786848% Epoch 23, Batch 185217 -Loss: 0.1315 Validation Accuracy: 93.605442% Epoch 23, Batch 185345 -Loss: 0.0356 Validation Accuracy: 94.149660% Epoch 23, Batch 185473 -Loss: 0.1016 Validation Accuracy: 93.650794% Epoch 23, Batch 185601 -Loss: 0.0640 Validation Accuracy: 93.854875% Epoch 23, Batch 185729 -Loss: 0.0585 Validation Accuracy: 93.741497% Epoch 23, Batch 185857 -Loss: 0.0952 Validation Accuracy: 93.877551% Epoch 23, Batch 185985 -Loss: 0.1107 Validation Accuracy: 93.673469% Epoch 23, Batch 186113 -Loss: 0.0743 Validation Accuracy: 93.786848% Epoch 23, Batch 186241 -Loss: 0.0683 Validation Accuracy: 93.628118% Epoch 23, Batch 186369 -Loss: 0.0525 Validation Accuracy: 93.968254% Epoch 23, Batch 186497 -Loss: 0.0802 Validation Accuracy: 93.922902% Epoch 23, Batch 186625 -Loss: 0.0642 Validation Accuracy: 93.696145% Epoch 23, Batch 186753 -Loss: 0.0585 Validation Accuracy: 93.968254% Epoch 23, Batch 186881 -Loss: 0.0707 Validation Accuracy: 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-Loss: 0.0740 Validation Accuracy: 93.922903% Epoch 23, Batch 188929 -Loss: 0.0771 Validation Accuracy: 94.557823% Epoch 23, Batch 189057 -Loss: 0.1143 Validation Accuracy: 94.013605% Epoch 23, Batch 189185 -Loss: 0.0635 Validation Accuracy: 94.353742% Epoch 23, Batch 189313 -Loss: 0.0702 Validation Accuracy: 93.854875% Epoch 23, Batch 189441 -Loss: 0.0334 Validation Accuracy: 94.308390% Epoch 23, Batch 189569 -Loss: 0.0330 Validation Accuracy: 94.331066% Epoch 23, Batch 189697 -Loss: 0.1024 Validation Accuracy: 94.126984% Epoch 23, Batch 189825 -Loss: 0.0561 Validation Accuracy: 94.240363% Epoch 23, Batch 189953 -Loss: 0.1087 Validation Accuracy: 94.081633% Epoch 23, Batch 190081 -Loss: 0.1579 Validation Accuracy: 94.149660% Epoch 23, Batch 190209 -Loss: 0.0707 Validation Accuracy: 94.376417% Epoch 23, Batch 190337 -Loss: 0.0462 Validation Accuracy: 93.922903% Epoch 23, Batch 190465 -Loss: 0.0311 Validation Accuracy: 94.036281% Epoch 23, Batch 190593 -Loss: 0.1328 Validation Accuracy: 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-Loss: 0.0367 Validation Accuracy: 94.399093% Epoch 23, Batch 192641 -Loss: 0.0430 Validation Accuracy: 94.580499% Epoch 23, Batch 192769 -Loss: 0.0638 Validation Accuracy: 93.560091% Epoch 23, Batch 192897 -Loss: 0.0890 Validation Accuracy: 94.331066% Epoch 23, Batch 193025 -Loss: 0.1444 Validation Accuracy: 94.716553% Epoch 23, Batch 193153 -Loss: 0.1092 Validation Accuracy: 94.285714% Epoch 23, Batch 193281 -Loss: 0.1273 Validation Accuracy: 93.673469% Epoch 23, Batch 193409 -Loss: 0.0333 Validation Accuracy: 93.809524% Epoch 23, Batch 193537 -Loss: 0.1069 Validation Accuracy: 94.081633% Epoch 23, Batch 193665 -Loss: 0.1235 Validation Accuracy: 93.990930% Epoch 23, Batch 193793 -Loss: 0.0427 Validation Accuracy: 94.036281% Epoch 23, Batch 193921 -Loss: 0.2073 Validation Accuracy: 94.013605% Epoch 23, Batch 194049 -Loss: 0.0418 Validation Accuracy: 94.444444% Epoch 23, Batch 194177 -Loss: 0.1041 Validation Accuracy: 94.399093% Epoch 23, Batch 194305 -Loss: 0.0227 Validation Accuracy: 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-Loss: 0.0302 Validation Accuracy: 93.990930% Epoch 23, Batch 196353 -Loss: 0.1017 Validation Accuracy: 94.036281% Epoch 23, Batch 196481 -Loss: 0.0926 Validation Accuracy: 93.945578% Epoch 23, Batch 196609 -Loss: 0.0327 Validation Accuracy: 93.809524% Epoch 23, Batch 196737 -Loss: 0.0993 Validation Accuracy: 94.172336% Epoch 23, Batch 196865 -Loss: 0.0664 Validation Accuracy: 93.922902% Epoch 23, Batch 196993 -Loss: 0.0172 Validation Accuracy: 93.968254% Epoch 23, Batch 197121 -Loss: 0.1189 Validation Accuracy: 93.854875% Epoch 23, Batch 197249 -Loss: 0.0716 Validation Accuracy: 93.900227% Epoch 23, Batch 197377 -Loss: 0.0264 Validation Accuracy: 93.900227% Epoch 23, Batch 197505 -Loss: 0.0930 Validation Accuracy: 94.172336% Epoch 23, Batch 197633 -Loss: 0.1023 Validation Accuracy: 94.195011% Epoch 23, Batch 197761 -Loss: 0.0407 Validation Accuracy: 94.013605% Epoch 23, Batch 197889 -Loss: 0.0654 Validation Accuracy: 93.401361% Epoch 23, Batch 198017 -Loss: 0.0855 Validation Accuracy: 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-Loss: 0.0627 Validation Accuracy: 93.922903% Epoch 23, Batch 200065 -Loss: 0.1386 Validation Accuracy: 93.764172% Epoch 23, Batch 200193 -Loss: 0.0918 Validation Accuracy: 93.945578% Epoch 23, Batch 200321 -Loss: 0.0818 Validation Accuracy: 93.922903% Epoch 23, Batch 200449 -Loss: 0.0583 Validation Accuracy: 94.353742% Epoch 23, Batch 200577 -Loss: 0.0880 Validation Accuracy: 93.968254% Epoch 23, Batch 200705 -Loss: 0.0362 Validation Accuracy: 93.968254% Epoch 23, Batch 200833 -Loss: 0.1149 Validation Accuracy: 93.900227% Epoch 23, Batch 200961 -Loss: 0.0752 Validation Accuracy: 93.854875% Epoch 23, Batch 201089 -Loss: 0.0311 Validation Accuracy: 93.900227% Epoch 23, Batch 201217 -Loss: 0.0558 Validation Accuracy: 94.331066% Epoch 23, Batch 201345 -Loss: 0.0301 Validation Accuracy: 94.104308% Epoch 23, Batch 201473 -Loss: 0.0204 Validation Accuracy: 93.945578% Epoch 23, Batch 201601 -Loss: 0.0398 Validation Accuracy: 94.036281% Epoch 23, Batch 201729 -Loss: 0.0762 Validation Accuracy: 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-Loss: 0.0398 Validation Accuracy: 93.786848% Epoch 23, Batch 203777 -Loss: 0.0783 Validation Accuracy: 93.786848% Epoch 23, Batch 203905 -Loss: 0.0282 Validation Accuracy: 93.469388% Epoch 23, Batch 204033 -Loss: 0.0739 Validation Accuracy: 93.718821% Epoch 23, Batch 204161 -Loss: 0.0560 Validation Accuracy: 93.990930% Epoch 23, Batch 204289 -Loss: 0.1181 Validation Accuracy: 93.877551% Epoch 23, Batch 204417 -Loss: 0.0970 Validation Accuracy: 93.718821% Epoch 23, Batch 204545 -Loss: 0.0600 Validation Accuracy: 93.628118% Epoch 23, Batch 204673 -Loss: 0.0688 Validation Accuracy: 93.900227% Epoch 23, Batch 204801 -Loss: 0.0892 Validation Accuracy: 93.718821% Epoch 23, Batch 204929 -Loss: 0.0724 Validation Accuracy: 93.424036% Epoch 23, Batch 205057 -Loss: 0.0869 Validation Accuracy: 93.129252% Epoch 23, Batch 205185 -Loss: 0.0837 Validation Accuracy: 93.560091% Epoch 23, Batch 205313 -Loss: 0.1566 Validation Accuracy: 93.265306% Epoch 23, Batch 205441 -Loss: 0.1162 Validation Accuracy: 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-Loss: 0.0430 Validation Accuracy: 94.058957% Epoch 23, Batch 207489 -Loss: 0.0728 Validation Accuracy: 94.603175% Epoch 23, Batch 207617 -Loss: 0.1178 Validation Accuracy: 94.240363% Epoch 23, Batch 207745 -Loss: 0.0317 Validation Accuracy: 94.263039% Epoch 23, Batch 207873 -Loss: 0.1129 Validation Accuracy: 94.716553% Epoch 23, Batch 208001 -Loss: 0.0588 Validation Accuracy: 94.920635% Epoch 23, Batch 208129 -Loss: 0.0646 Validation Accuracy: 94.376417% Epoch 23, Batch 208257 -Loss: 0.0303 Validation Accuracy: 94.172336% Epoch 23, Batch 208385 -Loss: 0.0390 Validation Accuracy: 94.965986% Epoch 23, Batch 208513 -Loss: 0.1187 Validation Accuracy: 94.739229% Epoch 23, Batch 208641 -Loss: 0.0357 Validation Accuracy: 94.852608% Epoch 23, Batch 208769 -Loss: 0.1407 Validation Accuracy: 94.467120% Epoch 24, Batch 1 -Loss: 0.0290 Validation Accuracy: 94.489796% Epoch 24, Batch 129 -Loss: 0.0799 Validation Accuracy: 94.376417% Epoch 24, Batch 257 -Loss: 0.1185 Validation Accuracy: 94.943311% 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Validation Accuracy: 93.718821% Epoch 24, Batch 8065 -Loss: 0.0464 Validation Accuracy: 93.514739% Epoch 24, Batch 8193 -Loss: 0.0508 Validation Accuracy: 93.446712% Epoch 24, Batch 8321 -Loss: 0.1113 Validation Accuracy: 93.945578% Epoch 24, Batch 8449 -Loss: 0.0345 Validation Accuracy: 93.650794% Epoch 24, Batch 8577 -Loss: 0.0419 Validation Accuracy: 93.809524% Epoch 24, Batch 8705 -Loss: 0.0566 Validation Accuracy: 93.786848% Epoch 24, Batch 8833 -Loss: 0.0228 Validation Accuracy: 93.356009% Epoch 24, Batch 8961 -Loss: 0.1237 Validation Accuracy: 93.514739% Epoch 24, Batch 9089 -Loss: 0.0248 Validation Accuracy: 93.990930% Epoch 24, Batch 9217 -Loss: 0.0775 Validation Accuracy: 93.514739% Epoch 24, Batch 9345 -Loss: 0.0466 Validation Accuracy: 93.809524% Epoch 24, Batch 9473 -Loss: 0.1267 Validation Accuracy: 94.081633% Epoch 24, Batch 9601 -Loss: 0.0986 Validation Accuracy: 93.990930% Epoch 24, Batch 9729 -Loss: 0.1442 Validation Accuracy: 93.877551% Epoch 24, Batch 9857 -Loss: 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Validation Accuracy: 94.195011% Epoch 24, Batch 15617 -Loss: 0.1198 Validation Accuracy: 94.625850% Epoch 24, Batch 15745 -Loss: 0.0228 Validation Accuracy: 94.489796% Epoch 24, Batch 15873 -Loss: 0.0293 Validation Accuracy: 94.761905% Epoch 24, Batch 16001 -Loss: 0.1278 Validation Accuracy: 94.625850% Epoch 24, Batch 16129 -Loss: 0.1048 Validation Accuracy: 94.331066% Epoch 24, Batch 16257 -Loss: 0.0805 Validation Accuracy: 94.648526% Epoch 24, Batch 16385 -Loss: 0.0507 Validation Accuracy: 94.149660% Epoch 24, Batch 16513 -Loss: 0.0753 Validation Accuracy: 94.240363% Epoch 24, Batch 16641 -Loss: 0.0472 Validation Accuracy: 94.126984% Epoch 24, Batch 16769 -Loss: 0.0134 Validation Accuracy: 94.376417% Epoch 24, Batch 16897 -Loss: 0.0198 Validation Accuracy: 93.922903% Epoch 24, Batch 17025 -Loss: 0.1014 Validation Accuracy: 94.308390% Epoch 24, Batch 17153 -Loss: 0.0691 Validation Accuracy: 93.922902% Epoch 24, Batch 17281 -Loss: 0.0622 Validation Accuracy: 94.489796% Epoch 24, Batch 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Validation Accuracy: 93.718821% Epoch 24, Batch 21249 -Loss: 0.0502 Validation Accuracy: 94.036281% Epoch 24, Batch 21377 -Loss: 0.0500 Validation Accuracy: 93.900227% Epoch 24, Batch 21505 -Loss: 0.0398 Validation Accuracy: 93.900227% Epoch 24, Batch 21633 -Loss: 0.0488 Validation Accuracy: 94.376417% Epoch 24, Batch 21761 -Loss: 0.0229 Validation Accuracy: 93.582766% Epoch 24, Batch 21889 -Loss: 0.0390 Validation Accuracy: 93.786848% Epoch 24, Batch 22017 -Loss: 0.1180 Validation Accuracy: 94.285714% Epoch 24, Batch 22145 -Loss: 0.0382 Validation Accuracy: 93.832200% Epoch 24, Batch 22273 -Loss: 0.0203 Validation Accuracy: 93.832200% Epoch 24, Batch 22401 -Loss: 0.0316 Validation Accuracy: 93.877551% Epoch 24, Batch 22529 -Loss: 0.0357 Validation Accuracy: 93.718821% Epoch 24, Batch 22657 -Loss: 0.0402 Validation Accuracy: 94.058957% Epoch 24, Batch 22785 -Loss: 0.0671 Validation Accuracy: 93.582766% Epoch 24, Batch 22913 -Loss: 0.0831 Validation Accuracy: 93.650794% Epoch 24, Batch 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Validation Accuracy: 94.240363% Epoch 24, Batch 26881 -Loss: 0.2074 Validation Accuracy: 94.285714% Epoch 24, Batch 27009 -Loss: 0.0923 Validation Accuracy: 94.308390% Epoch 24, Batch 27137 -Loss: 0.0808 Validation Accuracy: 93.809524% Epoch 24, Batch 27265 -Loss: 0.0891 Validation Accuracy: 94.444444% Epoch 24, Batch 27393 -Loss: 0.0205 Validation Accuracy: 94.376417% Epoch 24, Batch 27521 -Loss: 0.0119 Validation Accuracy: 94.149660% Epoch 24, Batch 27649 -Loss: 0.0303 Validation Accuracy: 94.603175% Epoch 24, Batch 27777 -Loss: 0.0403 Validation Accuracy: 94.580499% Epoch 24, Batch 27905 -Loss: 0.0753 Validation Accuracy: 94.875283% Epoch 24, Batch 28033 -Loss: 0.0211 Validation Accuracy: 94.512472% Epoch 24, Batch 28161 -Loss: 0.1398 Validation Accuracy: 94.467120% Epoch 24, Batch 28289 -Loss: 0.0666 Validation Accuracy: 94.625850% Epoch 24, Batch 28417 -Loss: 0.1285 Validation Accuracy: 94.512472% Epoch 24, Batch 28545 -Loss: 0.0670 Validation Accuracy: 94.172336% Epoch 24, Batch 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Validation Accuracy: 94.376417% Epoch 24, Batch 32513 -Loss: 0.0242 Validation Accuracy: 94.444444% Epoch 24, Batch 32641 -Loss: 0.1000 Validation Accuracy: 93.990930% Epoch 24, Batch 32769 -Loss: 0.0219 Validation Accuracy: 94.557823% Epoch 24, Batch 32897 -Loss: 0.0948 Validation Accuracy: 94.444444% Epoch 24, Batch 33025 -Loss: 0.0215 Validation Accuracy: 94.489796% Epoch 24, Batch 33153 -Loss: 0.0832 Validation Accuracy: 94.376417% Epoch 24, Batch 33281 -Loss: 0.0138 Validation Accuracy: 94.308390% Epoch 24, Batch 33409 -Loss: 0.0367 Validation Accuracy: 94.149660% Epoch 24, Batch 33537 -Loss: 0.0300 Validation Accuracy: 94.376417% Epoch 24, Batch 33665 -Loss: 0.0696 Validation Accuracy: 94.149660% Epoch 24, Batch 33793 -Loss: 0.0231 Validation Accuracy: 94.172336% Epoch 24, Batch 33921 -Loss: 0.0281 Validation Accuracy: 94.557823% Epoch 24, Batch 34049 -Loss: 0.0405 Validation Accuracy: 94.376417% Epoch 24, Batch 34177 -Loss: 0.0102 Validation Accuracy: 94.036281% Epoch 24, Batch 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Validation Accuracy: 94.467120% Epoch 24, Batch 38145 -Loss: 0.0406 Validation Accuracy: 94.512472% Epoch 24, Batch 38273 -Loss: 0.0783 Validation Accuracy: 94.603175% Epoch 24, Batch 38401 -Loss: 0.0638 Validation Accuracy: 94.308390% Epoch 24, Batch 38529 -Loss: 0.0828 Validation Accuracy: 94.421769% Epoch 24, Batch 38657 -Loss: 0.0446 Validation Accuracy: 94.058957% Epoch 24, Batch 38785 -Loss: 0.0409 Validation Accuracy: 94.331066% Epoch 24, Batch 38913 -Loss: 0.0911 Validation Accuracy: 94.104308% Epoch 24, Batch 39041 -Loss: 0.0322 Validation Accuracy: 94.285714% Epoch 24, Batch 39169 -Loss: 0.0303 Validation Accuracy: 94.172336% Epoch 24, Batch 39297 -Loss: 0.1999 Validation Accuracy: 94.013605% Epoch 24, Batch 39425 -Loss: 0.1208 Validation Accuracy: 93.854875% Epoch 24, Batch 39553 -Loss: 0.0248 Validation Accuracy: 94.399093% Epoch 24, Batch 39681 -Loss: 0.0311 Validation Accuracy: 94.240363% Epoch 24, Batch 39809 -Loss: 0.0887 Validation Accuracy: 94.058957% Epoch 24, Batch 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Validation Accuracy: 93.560091% Epoch 24, Batch 55041 -Loss: 0.0620 Validation Accuracy: 94.058957% Epoch 24, Batch 55169 -Loss: 0.0942 Validation Accuracy: 93.945578% Epoch 24, Batch 55297 -Loss: 0.0495 Validation Accuracy: 94.081633% Epoch 24, Batch 55425 -Loss: 0.0147 Validation Accuracy: 94.489796% Epoch 24, Batch 55553 -Loss: 0.0323 Validation Accuracy: 94.308390% Epoch 24, Batch 55681 -Loss: 0.0115 Validation Accuracy: 94.331066% Epoch 24, Batch 55809 -Loss: 0.0509 Validation Accuracy: 94.263039% Epoch 24, Batch 55937 -Loss: 0.0501 Validation Accuracy: 94.217687% Epoch 24, Batch 56065 -Loss: 0.0492 Validation Accuracy: 94.058957% Epoch 24, Batch 56193 -Loss: 0.0374 Validation Accuracy: 94.444444% Epoch 24, Batch 56321 -Loss: 0.0416 Validation Accuracy: 93.832200% Epoch 24, Batch 56449 -Loss: 0.0362 Validation Accuracy: 93.945578% Epoch 24, Batch 56577 -Loss: 0.0633 Validation Accuracy: 94.376417% Epoch 24, Batch 56705 -Loss: 0.0308 Validation Accuracy: 94.489796% Epoch 24, Batch 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Validation Accuracy: 93.333333% Epoch 24, Batch 60673 -Loss: 0.1045 Validation Accuracy: 93.628118% Epoch 24, Batch 60801 -Loss: 0.1547 Validation Accuracy: 93.129252% Epoch 24, Batch 60929 -Loss: 0.1691 Validation Accuracy: 93.356009% Epoch 24, Batch 61057 -Loss: 0.1221 Validation Accuracy: 93.310658% Epoch 24, Batch 61185 -Loss: 0.0311 Validation Accuracy: 93.537415% Epoch 24, Batch 61313 -Loss: 0.1465 Validation Accuracy: 93.174603% Epoch 24, Batch 61441 -Loss: 0.0612 Validation Accuracy: 93.968254% Epoch 24, Batch 61569 -Loss: 0.1227 Validation Accuracy: 93.764172% Epoch 24, Batch 61697 -Loss: 0.0565 Validation Accuracy: 93.945578% Epoch 24, Batch 61825 -Loss: 0.1465 Validation Accuracy: 93.605442% Epoch 24, Batch 61953 -Loss: 0.0745 Validation Accuracy: 93.809524% Epoch 24, Batch 62081 -Loss: 0.0851 Validation Accuracy: 94.104308% Epoch 24, Batch 62209 -Loss: 0.0565 Validation Accuracy: 93.741497% Epoch 24, Batch 62337 -Loss: 0.0222 Validation Accuracy: 93.514739% Epoch 24, Batch 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Validation Accuracy: 94.285714% Epoch 24, Batch 66305 -Loss: 0.0643 Validation Accuracy: 93.922903% Epoch 24, Batch 66433 -Loss: 0.0738 Validation Accuracy: 94.421769% Epoch 24, Batch 66561 -Loss: 0.0767 Validation Accuracy: 94.217687% Epoch 24, Batch 66689 -Loss: 0.0657 Validation Accuracy: 93.945578% Epoch 24, Batch 66817 -Loss: 0.0678 Validation Accuracy: 94.126984% Epoch 24, Batch 66945 -Loss: 0.0703 Validation Accuracy: 93.945578% Epoch 24, Batch 67073 -Loss: 0.0517 Validation Accuracy: 94.285714% Epoch 24, Batch 67201 -Loss: 0.0475 Validation Accuracy: 94.104308% Epoch 24, Batch 67329 -Loss: 0.0525 Validation Accuracy: 93.854875% Epoch 24, Batch 67457 -Loss: 0.0440 Validation Accuracy: 94.353741% Epoch 24, Batch 67585 -Loss: 0.0584 Validation Accuracy: 94.126984% Epoch 24, Batch 67713 -Loss: 0.0200 Validation Accuracy: 93.718821% Epoch 24, Batch 67841 -Loss: 0.0173 Validation Accuracy: 94.081633% Epoch 24, Batch 67969 -Loss: 0.1136 Validation Accuracy: 94.195011% Epoch 24, Batch 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Validation Accuracy: 94.036281% Epoch 24, Batch 71937 -Loss: 0.0127 Validation Accuracy: 94.013605% Epoch 24, Batch 72065 -Loss: 0.0367 Validation Accuracy: 94.126984% Epoch 24, Batch 72193 -Loss: 0.2001 Validation Accuracy: 93.832200% Epoch 24, Batch 72321 -Loss: 0.0859 Validation Accuracy: 94.126984% Epoch 24, Batch 72449 -Loss: 0.0758 Validation Accuracy: 94.013605% Epoch 24, Batch 72577 -Loss: 0.0392 Validation Accuracy: 94.353742% Epoch 24, Batch 72705 -Loss: 0.1074 Validation Accuracy: 94.058957% Epoch 24, Batch 72833 -Loss: 0.0805 Validation Accuracy: 93.877551% Epoch 24, Batch 72961 -Loss: 0.1415 Validation Accuracy: 93.900227% Epoch 24, Batch 73089 -Loss: 0.0403 Validation Accuracy: 93.832200% Epoch 24, Batch 73217 -Loss: 0.0691 Validation Accuracy: 93.877551% Epoch 24, Batch 73345 -Loss: 0.0087 Validation Accuracy: 93.900227% Epoch 24, Batch 73473 -Loss: 0.0748 Validation Accuracy: 93.832200% Epoch 24, Batch 73601 -Loss: 0.0076 Validation Accuracy: 93.922902% Epoch 24, Batch 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Validation Accuracy: 94.421769% Epoch 24, Batch 77569 -Loss: 0.0541 Validation Accuracy: 94.489796% Epoch 24, Batch 77697 -Loss: 0.1274 Validation Accuracy: 93.832200% Epoch 24, Batch 77825 -Loss: 0.0067 Validation Accuracy: 94.331066% Epoch 24, Batch 77953 -Loss: 0.0204 Validation Accuracy: 94.263039% Epoch 24, Batch 78081 -Loss: 0.0656 Validation Accuracy: 94.058957% Epoch 24, Batch 78209 -Loss: 0.0332 Validation Accuracy: 94.195011% Epoch 24, Batch 78337 -Loss: 0.0657 Validation Accuracy: 93.945578% Epoch 24, Batch 78465 -Loss: 0.0330 Validation Accuracy: 93.854875% Epoch 24, Batch 78593 -Loss: 0.1073 Validation Accuracy: 93.922902% Epoch 24, Batch 78721 -Loss: 0.0970 Validation Accuracy: 94.104308% Epoch 24, Batch 78849 -Loss: 0.0787 Validation Accuracy: 94.308390% Epoch 24, Batch 78977 -Loss: 0.0530 Validation Accuracy: 93.741497% Epoch 24, Batch 79105 -Loss: 0.1558 Validation Accuracy: 94.126984% Epoch 24, Batch 79233 -Loss: 0.0291 Validation Accuracy: 93.582766% Epoch 24, Batch 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Validation Accuracy: 94.104308% Epoch 24, Batch 83201 -Loss: 0.0632 Validation Accuracy: 94.285714% Epoch 24, Batch 83329 -Loss: 0.0819 Validation Accuracy: 94.149660% Epoch 24, Batch 83457 -Loss: 0.0412 Validation Accuracy: 93.809524% Epoch 24, Batch 83585 -Loss: 0.1217 Validation Accuracy: 94.013605% Epoch 24, Batch 83713 -Loss: 0.0549 Validation Accuracy: 93.832200% Epoch 24, Batch 83841 -Loss: 0.1237 Validation Accuracy: 94.149660% Epoch 24, Batch 83969 -Loss: 0.0704 Validation Accuracy: 93.628118% Epoch 24, Batch 84097 -Loss: 0.0218 Validation Accuracy: 94.353742% Epoch 24, Batch 84225 -Loss: 0.1139 Validation Accuracy: 93.718821% Epoch 24, Batch 84353 -Loss: 0.0332 Validation Accuracy: 93.854875% Epoch 24, Batch 84481 -Loss: 0.1201 Validation Accuracy: 94.058957% Epoch 24, Batch 84609 -Loss: 0.0062 Validation Accuracy: 94.036281% Epoch 24, Batch 84737 -Loss: 0.0726 Validation Accuracy: 93.877551% Epoch 24, Batch 84865 -Loss: 0.0412 Validation Accuracy: 94.081633% Epoch 24, Batch 84993 -Loss: 0.0681 Validation Accuracy: 93.922902% Epoch 24, Batch 85121 -Loss: 0.0308 Validation Accuracy: 94.308390% Epoch 24, Batch 85249 -Loss: 0.0256 Validation Accuracy: 94.308390% Epoch 24, Batch 85377 -Loss: 0.0395 Validation Accuracy: 94.784580% Epoch 24, Batch 85505 -Loss: 0.0839 Validation Accuracy: 94.467120% Epoch 24, Batch 85633 -Loss: 0.0367 Validation Accuracy: 93.968254% Epoch 24, Batch 85761 -Loss: 0.0523 Validation Accuracy: 93.968254% Epoch 24, Batch 85889 -Loss: 0.0779 Validation Accuracy: 93.945578% Epoch 24, Batch 86017 -Loss: 0.0250 Validation Accuracy: 93.696145% Epoch 24, Batch 86145 -Loss: 0.0597 Validation Accuracy: 93.786848% Epoch 24, Batch 86273 -Loss: 0.0351 Validation Accuracy: 93.900227% Epoch 24, Batch 86401 -Loss: 0.0780 Validation Accuracy: 94.353742% Epoch 24, Batch 86529 -Loss: 0.0510 Validation Accuracy: 93.990930% Epoch 24, Batch 86657 -Loss: 0.0740 Validation Accuracy: 94.240363% Epoch 24, Batch 86785 -Loss: 0.0886 Validation Accuracy: 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Validation Accuracy: 93.582766% Epoch 24, Batch 88833 -Loss: 0.0834 Validation Accuracy: 94.126984% Epoch 24, Batch 88961 -Loss: 0.1344 Validation Accuracy: 93.854875% Epoch 24, Batch 89089 -Loss: 0.1478 Validation Accuracy: 94.081633% Epoch 24, Batch 89217 -Loss: 0.0213 Validation Accuracy: 93.809524% Epoch 24, Batch 89345 -Loss: 0.0888 Validation Accuracy: 93.764172% Epoch 24, Batch 89473 -Loss: 0.1948 Validation Accuracy: 93.514739% Epoch 24, Batch 89601 -Loss: 0.0635 Validation Accuracy: 94.058957% Epoch 24, Batch 89729 -Loss: 0.0886 Validation Accuracy: 94.195011% Epoch 24, Batch 89857 -Loss: 0.0546 Validation Accuracy: 94.126984% Epoch 24, Batch 89985 -Loss: 0.1301 Validation Accuracy: 93.854875% Epoch 24, Batch 90113 -Loss: 0.0787 Validation Accuracy: 94.217687% Epoch 24, Batch 90241 -Loss: 0.1043 Validation Accuracy: 93.741497% Epoch 24, Batch 90369 -Loss: 0.0673 Validation Accuracy: 94.036281% Epoch 24, Batch 90497 -Loss: 0.0560 Validation Accuracy: 93.945578% Epoch 24, Batch 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Validation Accuracy: 93.968254% Epoch 24, Batch 94465 -Loss: 0.0911 Validation Accuracy: 94.081633% Epoch 24, Batch 94593 -Loss: 0.0403 Validation Accuracy: 94.036281% Epoch 24, Batch 94721 -Loss: 0.0335 Validation Accuracy: 94.013605% Epoch 24, Batch 94849 -Loss: 0.0764 Validation Accuracy: 93.968254% Epoch 24, Batch 94977 -Loss: 0.1045 Validation Accuracy: 94.308390% Epoch 24, Batch 95105 -Loss: 0.0889 Validation Accuracy: 93.764172% Epoch 24, Batch 95233 -Loss: 0.1614 Validation Accuracy: 93.718821% Epoch 24, Batch 95361 -Loss: 0.0708 Validation Accuracy: 93.514739% Epoch 24, Batch 95489 -Loss: 0.0697 Validation Accuracy: 94.058957% Epoch 24, Batch 95617 -Loss: 0.0684 Validation Accuracy: 93.900227% Epoch 24, Batch 95745 -Loss: 0.0148 Validation Accuracy: 94.104308% Epoch 24, Batch 95873 -Loss: 0.0783 Validation Accuracy: 93.877551% Epoch 24, Batch 96001 -Loss: 0.0161 Validation Accuracy: 93.900227% Epoch 24, Batch 96129 -Loss: 0.0222 Validation Accuracy: 94.263039% Epoch 24, Batch 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Validation Accuracy: 94.512472% Epoch 24, Batch 100097 -Loss: 0.0518 Validation Accuracy: 94.081633% Epoch 24, Batch 100225 -Loss: 0.0888 Validation Accuracy: 93.877551% Epoch 24, Batch 100353 -Loss: 0.0550 Validation Accuracy: 93.718821% Epoch 24, Batch 100481 -Loss: 0.0473 Validation Accuracy: 94.172336% Epoch 24, Batch 100609 -Loss: 0.0670 Validation Accuracy: 93.809524% Epoch 24, Batch 100737 -Loss: 0.0203 Validation Accuracy: 93.809524% Epoch 24, Batch 100865 -Loss: 0.0581 Validation Accuracy: 94.036281% Epoch 24, Batch 100993 -Loss: 0.0584 Validation Accuracy: 93.990930% Epoch 24, Batch 101121 -Loss: 0.0785 Validation Accuracy: 93.922903% Epoch 24, Batch 101249 -Loss: 0.1326 Validation Accuracy: 93.650794% Epoch 24, Batch 101377 -Loss: 0.0814 Validation Accuracy: 93.990930% Epoch 24, Batch 101505 -Loss: 0.0542 Validation Accuracy: 93.492063% Epoch 24, Batch 101633 -Loss: 0.0622 Validation Accuracy: 93.424036% Epoch 24, Batch 101761 -Loss: 0.1638 Validation Accuracy: 93.446712% Epoch 24, Batch 101889 -Loss: 0.1149 Validation Accuracy: 93.696145% Epoch 24, Batch 102017 -Loss: 0.1715 Validation Accuracy: 93.650794% Epoch 24, Batch 102145 -Loss: 0.0244 Validation Accuracy: 93.605442% Epoch 24, Batch 102273 -Loss: 0.1008 Validation Accuracy: 93.582766% Epoch 24, Batch 102401 -Loss: 0.1336 Validation Accuracy: 93.446712% Epoch 24, Batch 102529 -Loss: 0.0209 Validation Accuracy: 93.424036% Epoch 24, Batch 102657 -Loss: 0.1037 Validation Accuracy: 93.378685% Epoch 24, Batch 102785 -Loss: 0.0863 Validation Accuracy: 93.854875% Epoch 24, Batch 102913 -Loss: 0.0806 Validation Accuracy: 93.106576% Epoch 24, Batch 103041 -Loss: 0.0551 Validation Accuracy: 93.287982% Epoch 24, Batch 103169 -Loss: 0.0484 Validation Accuracy: 93.401361% Epoch 24, Batch 103297 -Loss: 0.0924 Validation Accuracy: 93.446712% Epoch 24, Batch 103425 -Loss: 0.1658 Validation Accuracy: 93.242630% Epoch 24, Batch 103553 -Loss: 0.0515 Validation Accuracy: 92.970522% Epoch 24, Batch 103681 -Loss: 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-Loss: 0.0936 Validation Accuracy: 93.401361% Epoch 24, Batch 107521 -Loss: 0.1399 Validation Accuracy: 93.673469% Epoch 24, Batch 107649 -Loss: 0.0785 Validation Accuracy: 93.560091% Epoch 24, Batch 107777 -Loss: 0.0898 Validation Accuracy: 93.242630% Epoch 24, Batch 107905 -Loss: 0.1123 Validation Accuracy: 93.197279% Epoch 24, Batch 108033 -Loss: 0.1007 Validation Accuracy: 92.970522% Epoch 24, Batch 108161 -Loss: 0.1006 Validation Accuracy: 93.174603% Epoch 24, Batch 108289 -Loss: 0.0538 Validation Accuracy: 93.061224% Epoch 24, Batch 108417 -Loss: 0.0432 Validation Accuracy: 93.446712% Epoch 24, Batch 108545 -Loss: 0.0591 Validation Accuracy: 93.061224% Epoch 24, Batch 108673 -Loss: 0.0488 Validation Accuracy: 92.993197% Epoch 24, Batch 108801 -Loss: 0.0645 Validation Accuracy: 92.925170% Epoch 24, Batch 108929 -Loss: 0.0705 Validation Accuracy: 92.993197% Epoch 24, Batch 109057 -Loss: 0.0152 Validation Accuracy: 93.038549% Epoch 24, Batch 109185 -Loss: 0.0716 Validation Accuracy: 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-Loss: 0.0054 Validation Accuracy: 93.650794% Epoch 24, Batch 111233 -Loss: 0.0502 Validation Accuracy: 93.537415% Epoch 24, Batch 111361 -Loss: 0.0601 Validation Accuracy: 93.854875% Epoch 24, Batch 111489 -Loss: 0.1576 Validation Accuracy: 93.356009% Epoch 24, Batch 111617 -Loss: 0.0263 Validation Accuracy: 93.514739% Epoch 24, Batch 111745 -Loss: 0.0152 Validation Accuracy: 93.809524% Epoch 24, Batch 111873 -Loss: 0.0155 Validation Accuracy: 93.469388% Epoch 24, Batch 112001 -Loss: 0.0730 Validation Accuracy: 93.650794% Epoch 24, Batch 112129 -Loss: 0.1139 Validation Accuracy: 93.650794% Epoch 24, Batch 112257 -Loss: 0.1179 Validation Accuracy: 93.877551% Epoch 24, Batch 112385 -Loss: 0.0143 Validation Accuracy: 93.650794% Epoch 24, Batch 112513 -Loss: 0.0860 Validation Accuracy: 93.968254% Epoch 24, Batch 112641 -Loss: 0.0481 Validation Accuracy: 93.945578% Epoch 24, Batch 112769 -Loss: 0.0574 Validation Accuracy: 93.854875% Epoch 24, Batch 112897 -Loss: 0.0466 Validation Accuracy: 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-Loss: 0.0886 Validation Accuracy: 93.650794% Epoch 24, Batch 114945 -Loss: 0.0840 Validation Accuracy: 93.854875% Epoch 24, Batch 115073 -Loss: 0.0226 Validation Accuracy: 94.013605% Epoch 24, Batch 115201 -Loss: 0.0582 Validation Accuracy: 93.900227% Epoch 24, Batch 115329 -Loss: 0.1634 Validation Accuracy: 93.900227% Epoch 24, Batch 115457 -Loss: 0.0489 Validation Accuracy: 94.036281% Epoch 24, Batch 115585 -Loss: 0.0533 Validation Accuracy: 93.990930% Epoch 24, Batch 115713 -Loss: 0.0615 Validation Accuracy: 94.512472% Epoch 24, Batch 115841 -Loss: 0.0898 Validation Accuracy: 94.058957% Epoch 24, Batch 115969 -Loss: 0.0955 Validation Accuracy: 94.172336% Epoch 24, Batch 116097 -Loss: 0.0728 Validation Accuracy: 94.444444% Epoch 24, Batch 116225 -Loss: 0.1259 Validation Accuracy: 94.512472% Epoch 24, Batch 116353 -Loss: 0.0461 Validation Accuracy: 94.535147% Epoch 24, Batch 116481 -Loss: 0.0480 Validation Accuracy: 94.104308% Epoch 24, Batch 116609 -Loss: 0.0597 Validation Accuracy: 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-Loss: 0.0762 Validation Accuracy: 93.968254% Epoch 24, Batch 118657 -Loss: 0.0735 Validation Accuracy: 94.081633% Epoch 24, Batch 118785 -Loss: 0.0403 Validation Accuracy: 94.217687% Epoch 24, Batch 118913 -Loss: 0.0255 Validation Accuracy: 93.922902% Epoch 24, Batch 119041 -Loss: 0.0751 Validation Accuracy: 93.900227% Epoch 24, Batch 119169 -Loss: 0.0234 Validation Accuracy: 94.013605% Epoch 24, Batch 119297 -Loss: 0.0427 Validation Accuracy: 93.696145% Epoch 24, Batch 119425 -Loss: 0.0909 Validation Accuracy: 94.081633% Epoch 24, Batch 119553 -Loss: 0.0757 Validation Accuracy: 93.877551% Epoch 24, Batch 119681 -Loss: 0.0277 Validation Accuracy: 93.786848% Epoch 24, Batch 119809 -Loss: 0.0619 Validation Accuracy: 94.240363% Epoch 24, Batch 119937 -Loss: 0.0730 Validation Accuracy: 93.741497% Epoch 24, Batch 120065 -Loss: 0.0472 Validation Accuracy: 93.922903% Epoch 24, Batch 120193 -Loss: 0.0466 Validation Accuracy: 93.945578% Epoch 24, Batch 120321 -Loss: 0.0284 Validation Accuracy: 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-Loss: 0.0335 Validation Accuracy: 94.308390% Epoch 24, Batch 122369 -Loss: 0.0663 Validation Accuracy: 94.580499% Epoch 24, Batch 122497 -Loss: 0.0949 Validation Accuracy: 94.126984% Epoch 24, Batch 122625 -Loss: 0.1044 Validation Accuracy: 94.399093% Epoch 24, Batch 122753 -Loss: 0.0697 Validation Accuracy: 94.285714% Epoch 24, Batch 122881 -Loss: 0.0766 Validation Accuracy: 94.399093% Epoch 24, Batch 123009 -Loss: 0.0410 Validation Accuracy: 93.900227% Epoch 24, Batch 123137 -Loss: 0.0548 Validation Accuracy: 93.424036% Epoch 24, Batch 123265 -Loss: 0.0435 Validation Accuracy: 93.809524% Epoch 24, Batch 123393 -Loss: 0.0667 Validation Accuracy: 94.058957% Epoch 24, Batch 123521 -Loss: 0.0582 Validation Accuracy: 93.809524% Epoch 24, Batch 123649 -Loss: 0.0511 Validation Accuracy: 93.900227% Epoch 24, Batch 123777 -Loss: 0.0706 Validation Accuracy: 94.807256% Epoch 24, Batch 123905 -Loss: 0.0700 Validation Accuracy: 94.625850% Epoch 24, Batch 124033 -Loss: 0.0661 Validation Accuracy: 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-Loss: 0.0747 Validation Accuracy: 93.809524% Epoch 24, Batch 126081 -Loss: 0.0674 Validation Accuracy: 93.900227% Epoch 24, Batch 126209 -Loss: 0.1090 Validation Accuracy: 94.149660% Epoch 24, Batch 126337 -Loss: 0.0524 Validation Accuracy: 93.854875% Epoch 24, Batch 126465 -Loss: 0.0820 Validation Accuracy: 93.809524% Epoch 24, Batch 126593 -Loss: 0.1048 Validation Accuracy: 93.741497% Epoch 24, Batch 126721 -Loss: 0.0809 Validation Accuracy: 93.718821% Epoch 24, Batch 126849 -Loss: 0.0882 Validation Accuracy: 93.922902% Epoch 24, Batch 126977 -Loss: 0.0229 Validation Accuracy: 94.285714% Epoch 24, Batch 127105 -Loss: 0.0180 Validation Accuracy: 93.582766% Epoch 24, Batch 127233 -Loss: 0.2337 Validation Accuracy: 93.650794% Epoch 24, Batch 127361 -Loss: 0.0670 Validation Accuracy: 93.741497% Epoch 24, Batch 127489 -Loss: 0.0689 Validation Accuracy: 93.696145% Epoch 24, Batch 127617 -Loss: 0.0634 Validation Accuracy: 93.582766% Epoch 24, Batch 127745 -Loss: 0.0505 Validation Accuracy: 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-Loss: 0.0491 Validation Accuracy: 93.650794% Epoch 24, Batch 129793 -Loss: 0.1448 Validation Accuracy: 93.514739% Epoch 24, Batch 129921 -Loss: 0.0140 Validation Accuracy: 93.287982% Epoch 24, Batch 130049 -Loss: 0.1652 Validation Accuracy: 94.217687% Epoch 24, Batch 130177 -Loss: 0.0365 Validation Accuracy: 93.764172% Epoch 24, Batch 130305 -Loss: 0.0632 Validation Accuracy: 94.013605% Epoch 24, Batch 130433 -Loss: 0.0857 Validation Accuracy: 94.126984% Epoch 24, Batch 130561 -Loss: 0.0670 Validation Accuracy: 94.013605% Epoch 24, Batch 130689 -Loss: 0.0318 Validation Accuracy: 93.990930% Epoch 24, Batch 130817 -Loss: 0.1583 Validation Accuracy: 93.560091% Epoch 24, Batch 130945 -Loss: 0.0716 Validation Accuracy: 93.968254% Epoch 24, Batch 131073 -Loss: 0.0862 Validation Accuracy: 94.104308% Epoch 24, Batch 131201 -Loss: 0.0801 Validation Accuracy: 93.786848% Epoch 24, Batch 131329 -Loss: 0.0253 Validation Accuracy: 93.990930% Epoch 24, Batch 131457 -Loss: 0.0179 Validation Accuracy: 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-Loss: 0.0777 Validation Accuracy: 93.582766% Epoch 24, Batch 133505 -Loss: 0.0892 Validation Accuracy: 94.217687% Epoch 24, Batch 133633 -Loss: 0.0604 Validation Accuracy: 94.081633% Epoch 24, Batch 133761 -Loss: 0.0733 Validation Accuracy: 93.854875% Epoch 24, Batch 133889 -Loss: 0.0299 Validation Accuracy: 94.308390% Epoch 24, Batch 134017 -Loss: 0.1137 Validation Accuracy: 93.990930% Epoch 24, Batch 134145 -Loss: 0.0300 Validation Accuracy: 94.126984% Epoch 24, Batch 134273 -Loss: 0.1294 Validation Accuracy: 94.217687% Epoch 24, Batch 134401 -Loss: 0.1170 Validation Accuracy: 93.786848% Epoch 24, Batch 134529 -Loss: 0.0739 Validation Accuracy: 93.945578% Epoch 24, Batch 134657 -Loss: 0.0601 Validation Accuracy: 94.285714% Epoch 24, Batch 134785 -Loss: 0.0445 Validation Accuracy: 94.126984% Epoch 24, Batch 134913 -Loss: 0.0399 Validation Accuracy: 94.149660% Epoch 24, Batch 135041 -Loss: 0.0488 Validation Accuracy: 94.331066% Epoch 24, Batch 135169 -Loss: 0.0326 Validation Accuracy: 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-Loss: 0.0347 Validation Accuracy: 94.671202% Epoch 24, Batch 137217 -Loss: 0.0703 Validation Accuracy: 94.376417% Epoch 24, Batch 137345 -Loss: 0.0793 Validation Accuracy: 94.240363% Epoch 24, Batch 137473 -Loss: 0.0465 Validation Accuracy: 94.761905% Epoch 24, Batch 137601 -Loss: 0.0166 Validation Accuracy: 94.172336% Epoch 24, Batch 137729 -Loss: 0.1156 Validation Accuracy: 94.217687% Epoch 24, Batch 137857 -Loss: 0.1928 Validation Accuracy: 94.263039% Epoch 24, Batch 137985 -Loss: 0.0151 Validation Accuracy: 94.263039% Epoch 24, Batch 138113 -Loss: 0.1450 Validation Accuracy: 94.353742% Epoch 24, Batch 138241 -Loss: 0.0778 Validation Accuracy: 94.331066% Epoch 24, Batch 138369 -Loss: 0.0359 Validation Accuracy: 94.625850% Epoch 24, Batch 138497 -Loss: 0.1194 Validation Accuracy: 94.875283% Epoch 24, Batch 138625 -Loss: 0.0380 Validation Accuracy: 94.376417% Epoch 24, Batch 138753 -Loss: 0.0665 Validation Accuracy: 94.761905% Epoch 24, Batch 138881 -Loss: 0.0677 Validation Accuracy: 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-Loss: 0.0328 Validation Accuracy: 94.240363% Epoch 24, Batch 140929 -Loss: 0.0424 Validation Accuracy: 94.013605% Epoch 24, Batch 141057 -Loss: 0.0768 Validation Accuracy: 94.285714% Epoch 24, Batch 141185 -Loss: 0.1059 Validation Accuracy: 94.399093% Epoch 24, Batch 141313 -Loss: 0.0861 Validation Accuracy: 94.172336% Epoch 24, Batch 141441 -Loss: 0.0706 Validation Accuracy: 94.149660% Epoch 24, Batch 141569 -Loss: 0.0362 Validation Accuracy: 94.467120% Epoch 24, Batch 141697 -Loss: 0.0718 Validation Accuracy: 93.900227% Epoch 24, Batch 141825 -Loss: 0.0337 Validation Accuracy: 93.900227% Epoch 24, Batch 141953 -Loss: 0.1542 Validation Accuracy: 93.968254% Epoch 24, Batch 142081 -Loss: 0.0439 Validation Accuracy: 93.877551% Epoch 24, Batch 142209 -Loss: 0.0471 Validation Accuracy: 93.832200% Epoch 24, Batch 142337 -Loss: 0.0452 Validation Accuracy: 94.353742% Epoch 24, Batch 142465 -Loss: 0.0347 Validation Accuracy: 94.149660% Epoch 24, Batch 142593 -Loss: 0.0560 Validation Accuracy: 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-Loss: 0.1060 Validation Accuracy: 93.628118% Epoch 24, Batch 144641 -Loss: 0.0294 Validation Accuracy: 93.854875% Epoch 24, Batch 144769 -Loss: 0.0430 Validation Accuracy: 93.718821% Epoch 24, Batch 144897 -Loss: 0.0131 Validation Accuracy: 93.582766% Epoch 24, Batch 145025 -Loss: 0.0338 Validation Accuracy: 93.877551% Epoch 24, Batch 145153 -Loss: 0.0546 Validation Accuracy: 93.605442% Epoch 24, Batch 145281 -Loss: 0.1577 Validation Accuracy: 94.081633% Epoch 24, Batch 145409 -Loss: 0.0526 Validation Accuracy: 93.741497% Epoch 24, Batch 145537 -Loss: 0.0975 Validation Accuracy: 93.809524% Epoch 24, Batch 145665 -Loss: 0.0295 Validation Accuracy: 93.424036% Epoch 24, Batch 145793 -Loss: 0.0756 Validation Accuracy: 93.628118% Epoch 24, Batch 145921 -Loss: 0.0434 Validation Accuracy: 93.741497% Epoch 24, Batch 146049 -Loss: 0.0665 Validation Accuracy: 93.718821% Epoch 24, Batch 146177 -Loss: 0.0224 Validation Accuracy: 94.036281% Epoch 24, Batch 146305 -Loss: 0.1711 Validation Accuracy: 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-Loss: 0.1248 Validation Accuracy: 93.809524% Epoch 24, Batch 148353 -Loss: 0.0730 Validation Accuracy: 94.036281% Epoch 24, Batch 148481 -Loss: 0.1422 Validation Accuracy: 93.968254% Epoch 24, Batch 148609 -Loss: 0.1317 Validation Accuracy: 93.718821% Epoch 24, Batch 148737 -Loss: 0.0293 Validation Accuracy: 94.013605% Epoch 24, Batch 148865 -Loss: 0.1310 Validation Accuracy: 94.036281% Epoch 24, Batch 148993 -Loss: 0.1380 Validation Accuracy: 93.968254% Epoch 24, Batch 149121 -Loss: 0.1014 Validation Accuracy: 93.877551% Epoch 24, Batch 149249 -Loss: 0.0886 Validation Accuracy: 94.353742% Epoch 24, Batch 149377 -Loss: 0.2752 Validation Accuracy: 94.195011% Epoch 24, Batch 149505 -Loss: 0.0413 Validation Accuracy: 94.126984% Epoch 24, Batch 149633 -Loss: 0.0912 Validation Accuracy: 93.764172% Epoch 24, Batch 149761 -Loss: 0.0490 Validation Accuracy: 93.809524% Epoch 24, Batch 149889 -Loss: 0.0680 Validation Accuracy: 93.900227% Epoch 24, Batch 150017 -Loss: 0.1517 Validation Accuracy: 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-Loss: 0.1056 Validation Accuracy: 94.217687% Epoch 24, Batch 152065 -Loss: 0.1689 Validation Accuracy: 94.195011% Epoch 24, Batch 152193 -Loss: 0.1034 Validation Accuracy: 94.399093% Epoch 24, Batch 152321 -Loss: 0.0486 Validation Accuracy: 93.809524% Epoch 24, Batch 152449 -Loss: 0.0497 Validation Accuracy: 94.217687% Epoch 24, Batch 152577 -Loss: 0.0308 Validation Accuracy: 93.854875% Epoch 24, Batch 152705 -Loss: 0.0899 Validation Accuracy: 93.832200% Epoch 24, Batch 152833 -Loss: 0.0448 Validation Accuracy: 93.945578% Epoch 24, Batch 152961 -Loss: 0.0692 Validation Accuracy: 93.854875% Epoch 24, Batch 153089 -Loss: 0.0488 Validation Accuracy: 93.968254% Epoch 24, Batch 153217 -Loss: 0.0749 Validation Accuracy: 94.104308% Epoch 24, Batch 153345 -Loss: 0.0856 Validation Accuracy: 94.149660% Epoch 24, Batch 153473 -Loss: 0.0754 Validation Accuracy: 93.718821% Epoch 24, Batch 153601 -Loss: 0.0487 Validation Accuracy: 93.832200% Epoch 24, Batch 153729 -Loss: 0.0703 Validation Accuracy: 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-Loss: 0.0983 Validation Accuracy: 93.832200% Epoch 24, Batch 155777 -Loss: 0.0497 Validation Accuracy: 93.968254% Epoch 24, Batch 155905 -Loss: 0.0762 Validation Accuracy: 94.126984% Epoch 24, Batch 156033 -Loss: 0.0495 Validation Accuracy: 93.582766% Epoch 24, Batch 156161 -Loss: 0.0443 Validation Accuracy: 93.378685% Epoch 24, Batch 156289 -Loss: 0.0685 Validation Accuracy: 93.809524% Epoch 24, Batch 156417 -Loss: 0.0824 Validation Accuracy: 93.605442% Epoch 24, Batch 156545 -Loss: 0.0120 Validation Accuracy: 93.333333% Epoch 24, Batch 156673 -Loss: 0.0915 Validation Accuracy: 93.673469% Epoch 24, Batch 156801 -Loss: 0.1116 Validation Accuracy: 94.285714% Epoch 24, Batch 156929 -Loss: 0.0246 Validation Accuracy: 94.285714% Epoch 24, Batch 157057 -Loss: 0.0656 Validation Accuracy: 94.036281% Epoch 24, Batch 157185 -Loss: 0.0123 Validation Accuracy: 93.854875% Epoch 24, Batch 157313 -Loss: 0.1080 Validation Accuracy: 94.263039% Epoch 24, Batch 157441 -Loss: 0.1426 Validation Accuracy: 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-Loss: 0.0834 Validation Accuracy: 94.421769% Epoch 24, Batch 159489 -Loss: 0.0288 Validation Accuracy: 93.922903% Epoch 24, Batch 159617 -Loss: 0.0593 Validation Accuracy: 93.786848% Epoch 24, Batch 159745 -Loss: 0.1172 Validation Accuracy: 94.285714% Epoch 24, Batch 159873 -Loss: 0.0723 Validation Accuracy: 94.126984% Epoch 24, Batch 160001 -Loss: 0.0757 Validation Accuracy: 94.126984% Epoch 24, Batch 160129 -Loss: 0.0381 Validation Accuracy: 94.308390% Epoch 24, Batch 160257 -Loss: 0.0877 Validation Accuracy: 93.560091% Epoch 24, Batch 160385 -Loss: 0.0301 Validation Accuracy: 93.854875% Epoch 24, Batch 160513 -Loss: 0.0227 Validation Accuracy: 93.877551% Epoch 24, Batch 160641 -Loss: 0.0683 Validation Accuracy: 94.535147% Epoch 24, Batch 160769 -Loss: 0.0639 Validation Accuracy: 93.809524% Epoch 24, Batch 160897 -Loss: 0.0174 Validation Accuracy: 94.104308% Epoch 24, Batch 161025 -Loss: 0.0404 Validation Accuracy: 93.968254% Epoch 24, Batch 161153 -Loss: 0.0631 Validation Accuracy: 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-Loss: 0.0243 Validation Accuracy: 94.240363% Epoch 24, Batch 163201 -Loss: 0.0350 Validation Accuracy: 94.217687% Epoch 24, Batch 163329 -Loss: 0.0516 Validation Accuracy: 94.240363% Epoch 24, Batch 163457 -Loss: 0.0504 Validation Accuracy: 94.308390% Epoch 24, Batch 163585 -Loss: 0.0695 Validation Accuracy: 94.376417% Epoch 24, Batch 163713 -Loss: 0.0583 Validation Accuracy: 94.376417% Epoch 24, Batch 163841 -Loss: 0.0450 Validation Accuracy: 94.058957% Epoch 24, Batch 163969 -Loss: 0.1073 Validation Accuracy: 93.945578% Epoch 24, Batch 164097 -Loss: 0.0347 Validation Accuracy: 94.217687% Epoch 24, Batch 164225 -Loss: 0.0767 Validation Accuracy: 94.217687% Epoch 24, Batch 164353 -Loss: 0.0598 Validation Accuracy: 93.922902% Epoch 24, Batch 164481 -Loss: 0.0962 Validation Accuracy: 93.968254% Epoch 24, Batch 164609 -Loss: 0.1460 Validation Accuracy: 94.240363% Epoch 24, Batch 164737 -Loss: 0.0446 Validation Accuracy: 94.081633% Epoch 24, Batch 164865 -Loss: 0.0523 Validation Accuracy: 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-Loss: 0.0723 Validation Accuracy: 94.512472% Epoch 24, Batch 166913 -Loss: 0.0937 Validation Accuracy: 94.149660% Epoch 24, Batch 167041 -Loss: 0.0464 Validation Accuracy: 94.263039% Epoch 24, Batch 167169 -Loss: 0.0247 Validation Accuracy: 94.104308% Epoch 24, Batch 167297 -Loss: 0.0651 Validation Accuracy: 94.263039% Epoch 24, Batch 167425 -Loss: 0.1382 Validation Accuracy: 94.263039% Epoch 24, Batch 167553 -Loss: 0.0862 Validation Accuracy: 94.240363% Epoch 24, Batch 167681 -Loss: 0.0637 Validation Accuracy: 93.990930% Epoch 24, Batch 167809 -Loss: 0.0532 Validation Accuracy: 94.308390% Epoch 24, Batch 167937 -Loss: 0.1371 Validation Accuracy: 94.444444% Epoch 24, Batch 168065 -Loss: 0.0453 Validation Accuracy: 94.172336% Epoch 24, Batch 168193 -Loss: 0.1216 Validation Accuracy: 94.535147% Epoch 24, Batch 168321 -Loss: 0.0160 Validation Accuracy: 94.739229% Epoch 24, Batch 168449 -Loss: 0.0871 Validation Accuracy: 94.331066% Epoch 24, Batch 168577 -Loss: 0.0601 Validation Accuracy: 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-Loss: 0.0422 Validation Accuracy: 94.467120% Epoch 24, Batch 170625 -Loss: 0.0238 Validation Accuracy: 94.195011% Epoch 24, Batch 170753 -Loss: 0.1533 Validation Accuracy: 94.580499% Epoch 24, Batch 170881 -Loss: 0.1195 Validation Accuracy: 94.784581% Epoch 24, Batch 171009 -Loss: 0.0772 Validation Accuracy: 94.512472% Epoch 24, Batch 171137 -Loss: 0.0994 Validation Accuracy: 94.489796% Epoch 24, Batch 171265 -Loss: 0.0249 Validation Accuracy: 94.376417% Epoch 24, Batch 171393 -Loss: 0.0270 Validation Accuracy: 94.557823% Epoch 24, Batch 171521 -Loss: 0.0282 Validation Accuracy: 94.603175% Epoch 24, Batch 171649 -Loss: 0.1419 Validation Accuracy: 94.421769% Epoch 24, Batch 171777 -Loss: 0.0437 Validation Accuracy: 94.489796% Epoch 24, Batch 171905 -Loss: 0.0685 Validation Accuracy: 94.580499% Epoch 24, Batch 172033 -Loss: 0.0569 Validation Accuracy: 94.807256% Epoch 24, Batch 172161 -Loss: 0.0071 Validation Accuracy: 94.467120% Epoch 24, Batch 172289 -Loss: 0.1546 Validation Accuracy: 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-Loss: 0.1025 Validation Accuracy: 94.467120% Epoch 24, Batch 174337 -Loss: 0.0687 Validation Accuracy: 94.965986% Epoch 24, Batch 174465 -Loss: 0.0565 Validation Accuracy: 94.852608% Epoch 24, Batch 174593 -Loss: 0.2214 Validation Accuracy: 94.308390% Epoch 24, Batch 174721 -Loss: 0.0971 Validation Accuracy: 94.240363% Epoch 24, Batch 174849 -Loss: 0.0136 Validation Accuracy: 94.331066% Epoch 24, Batch 174977 -Loss: 0.0227 Validation Accuracy: 94.421769% Epoch 24, Batch 175105 -Loss: 0.0504 Validation Accuracy: 94.444444% Epoch 24, Batch 175233 -Loss: 0.0234 Validation Accuracy: 94.965986% Epoch 24, Batch 175361 -Loss: 0.0438 Validation Accuracy: 94.285714% Epoch 24, Batch 175489 -Loss: 0.0115 Validation Accuracy: 94.467120% Epoch 24, Batch 175617 -Loss: 0.0399 Validation Accuracy: 94.489796% Epoch 24, Batch 175745 -Loss: 0.0777 Validation Accuracy: 94.217687% Epoch 24, Batch 175873 -Loss: 0.0319 Validation Accuracy: 94.603175% Epoch 24, Batch 176001 -Loss: 0.0384 Validation Accuracy: 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-Loss: 0.1097 Validation Accuracy: 94.920635% Epoch 24, Batch 178049 -Loss: 0.0288 Validation Accuracy: 94.195011% Epoch 24, Batch 178177 -Loss: 0.0312 Validation Accuracy: 94.444444% Epoch 24, Batch 178305 -Loss: 0.0470 Validation Accuracy: 94.285714% Epoch 24, Batch 178433 -Loss: 0.0270 Validation Accuracy: 94.535147% Epoch 24, Batch 178561 -Loss: 0.0403 Validation Accuracy: 94.625850% Epoch 24, Batch 178689 -Loss: 0.0898 Validation Accuracy: 94.557823% Epoch 24, Batch 178817 -Loss: 0.0644 Validation Accuracy: 94.421769% Epoch 24, Batch 178945 -Loss: 0.0464 Validation Accuracy: 94.308390% Epoch 24, Batch 179073 -Loss: 0.0179 Validation Accuracy: 94.195011% Epoch 24, Batch 179201 -Loss: 0.1362 Validation Accuracy: 93.877551% Epoch 24, Batch 179329 -Loss: 0.0853 Validation Accuracy: 94.104308% Epoch 24, Batch 179457 -Loss: 0.1484 Validation Accuracy: 93.877551% Epoch 24, Batch 179585 -Loss: 0.1068 Validation Accuracy: 93.990930% Epoch 24, Batch 179713 -Loss: 0.1165 Validation Accuracy: 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-Loss: 0.0952 Validation Accuracy: 94.535147% Epoch 24, Batch 181761 -Loss: 0.0517 Validation Accuracy: 94.421769% Epoch 24, Batch 181889 -Loss: 0.1335 Validation Accuracy: 94.716553% Epoch 24, Batch 182017 -Loss: 0.0674 Validation Accuracy: 94.739229% Epoch 24, Batch 182145 -Loss: 0.0433 Validation Accuracy: 94.784581% Epoch 24, Batch 182273 -Loss: 0.1609 Validation Accuracy: 94.331066% Epoch 24, Batch 182401 -Loss: 0.0184 Validation Accuracy: 94.648526% Epoch 24, Batch 182529 -Loss: 0.0860 Validation Accuracy: 94.421769% Epoch 24, Batch 182657 -Loss: 0.1208 Validation Accuracy: 94.693878% Epoch 24, Batch 182785 -Loss: 0.0324 Validation Accuracy: 94.467120% Epoch 24, Batch 182913 -Loss: 0.0371 Validation Accuracy: 94.739229% Epoch 24, Batch 183041 -Loss: 0.1092 Validation Accuracy: 94.625850% Epoch 24, Batch 183169 -Loss: 0.0731 Validation Accuracy: 94.580499% Epoch 24, Batch 183297 -Loss: 0.0473 Validation Accuracy: 94.739229% Epoch 24, Batch 183425 -Loss: 0.1048 Validation Accuracy: 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-Loss: 0.1337 Validation Accuracy: 93.628118% Epoch 24, Batch 185473 -Loss: 0.0500 Validation Accuracy: 94.512472% Epoch 24, Batch 185601 -Loss: 0.0639 Validation Accuracy: 94.331066% Epoch 24, Batch 185729 -Loss: 0.0319 Validation Accuracy: 94.240363% Epoch 24, Batch 185857 -Loss: 0.0298 Validation Accuracy: 94.263039% Epoch 24, Batch 185985 -Loss: 0.0768 Validation Accuracy: 94.421769% Epoch 24, Batch 186113 -Loss: 0.0392 Validation Accuracy: 94.421769% Epoch 24, Batch 186241 -Loss: 0.0845 Validation Accuracy: 94.399093% Epoch 24, Batch 186369 -Loss: 0.0565 Validation Accuracy: 94.172336% Epoch 24, Batch 186497 -Loss: 0.0873 Validation Accuracy: 94.172336% Epoch 24, Batch 186625 -Loss: 0.0729 Validation Accuracy: 94.331066% Epoch 24, Batch 186753 -Loss: 0.0082 Validation Accuracy: 94.807256% Epoch 24, Batch 186881 -Loss: 0.0604 Validation Accuracy: 94.603175% Epoch 24, Batch 187009 -Loss: 0.0603 Validation Accuracy: 94.217687% Epoch 24, Batch 187137 -Loss: 0.0335 Validation Accuracy: 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-Loss: 0.0281 Validation Accuracy: 93.786848% Epoch 24, Batch 189185 -Loss: 0.0679 Validation Accuracy: 93.764172% Epoch 24, Batch 189313 -Loss: 0.0387 Validation Accuracy: 94.081633% Epoch 24, Batch 189441 -Loss: 0.0696 Validation Accuracy: 93.832200% Epoch 24, Batch 189569 -Loss: 0.0716 Validation Accuracy: 93.786848% Epoch 24, Batch 189697 -Loss: 0.0654 Validation Accuracy: 94.126984% Epoch 24, Batch 189825 -Loss: 0.0755 Validation Accuracy: 93.877551% Epoch 24, Batch 189953 -Loss: 0.0124 Validation Accuracy: 94.195011% Epoch 24, Batch 190081 -Loss: 0.0950 Validation Accuracy: 94.353741% Epoch 24, Batch 190209 -Loss: 0.0694 Validation Accuracy: 94.058957% Epoch 24, Batch 190337 -Loss: 0.0326 Validation Accuracy: 93.990930% Epoch 24, Batch 190465 -Loss: 0.0476 Validation Accuracy: 94.217687% Epoch 24, Batch 190593 -Loss: 0.0456 Validation Accuracy: 94.625850% Epoch 24, Batch 190721 -Loss: 0.0378 Validation Accuracy: 94.376417% Epoch 24, Batch 190849 -Loss: 0.1202 Validation Accuracy: 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-Loss: 0.0967 Validation Accuracy: 93.764172% Epoch 24, Batch 204033 -Loss: 0.1109 Validation Accuracy: 94.036281% Epoch 24, Batch 204161 -Loss: 0.0177 Validation Accuracy: 93.945578% Epoch 24, Batch 204289 -Loss: 0.1400 Validation Accuracy: 94.058957% Epoch 24, Batch 204417 -Loss: 0.1156 Validation Accuracy: 94.126984% Epoch 24, Batch 204545 -Loss: 0.0817 Validation Accuracy: 94.240363% Epoch 24, Batch 204673 -Loss: 0.0308 Validation Accuracy: 94.195011% Epoch 24, Batch 204801 -Loss: 0.0834 Validation Accuracy: 94.013605% Epoch 24, Batch 204929 -Loss: 0.1252 Validation Accuracy: 94.467120% Epoch 24, Batch 205057 -Loss: 0.0363 Validation Accuracy: 94.648526% Epoch 24, Batch 205185 -Loss: 0.2117 Validation Accuracy: 94.671202% Epoch 24, Batch 205313 -Loss: 0.0228 Validation Accuracy: 94.603175% Epoch 24, Batch 205441 -Loss: 0.0966 Validation Accuracy: 94.172336% Epoch 24, Batch 205569 -Loss: 0.0882 Validation Accuracy: 94.240363% Epoch 24, Batch 205697 -Loss: 0.0674 Validation Accuracy: 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-Loss: 0.1199 Validation Accuracy: 93.854875% Epoch 24, Batch 207745 -Loss: 0.0175 Validation Accuracy: 94.285714% Epoch 24, Batch 207873 -Loss: 0.0676 Validation Accuracy: 94.058957% Epoch 24, Batch 208001 -Loss: 0.0248 Validation Accuracy: 93.945578% Epoch 24, Batch 208129 -Loss: 0.0254 Validation Accuracy: 93.990930% Epoch 24, Batch 208257 -Loss: 0.1285 Validation Accuracy: 94.081633% Epoch 24, Batch 208385 -Loss: 0.0627 Validation Accuracy: 94.195011% Epoch 24, Batch 208513 -Loss: 0.0297 Validation Accuracy: 94.081633% Epoch 24, Batch 208641 -Loss: 0.1463 Validation Accuracy: 94.081633% Epoch 24, Batch 208769 -Loss: 0.0033 Validation Accuracy: 93.832200% Epoch 25, Batch 1 -Loss: 0.0595 Validation Accuracy: 94.104308% Epoch 25, Batch 129 -Loss: 0.0227 Validation Accuracy: 93.832200% Epoch 25, Batch 257 -Loss: 0.0182 Validation Accuracy: 94.058957% Epoch 25, Batch 385 -Loss: 0.0824 Validation Accuracy: 93.582766% Epoch 25, Batch 513 -Loss: 0.1505 Validation Accuracy: 93.650794% Epoch 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Validation Accuracy: 94.603175% Epoch 25, Batch 8321 -Loss: 0.0673 Validation Accuracy: 94.535147% Epoch 25, Batch 8449 -Loss: 0.1258 Validation Accuracy: 94.126984% Epoch 25, Batch 8577 -Loss: 0.0188 Validation Accuracy: 94.353742% Epoch 25, Batch 8705 -Loss: 0.0475 Validation Accuracy: 94.512472% Epoch 25, Batch 8833 -Loss: 0.0470 Validation Accuracy: 93.990930% Epoch 25, Batch 8961 -Loss: 0.0582 Validation Accuracy: 94.285714% Epoch 25, Batch 9089 -Loss: 0.0619 Validation Accuracy: 94.126984% Epoch 25, Batch 9217 -Loss: 0.0229 Validation Accuracy: 93.990930% Epoch 25, Batch 9345 -Loss: 0.0822 Validation Accuracy: 94.126984% Epoch 25, Batch 9473 -Loss: 0.0412 Validation Accuracy: 94.376417% Epoch 25, Batch 9601 -Loss: 0.0547 Validation Accuracy: 94.149660% Epoch 25, Batch 9729 -Loss: 0.0441 Validation Accuracy: 94.693878% Epoch 25, Batch 9857 -Loss: 0.0167 Validation Accuracy: 94.603175% Epoch 25, Batch 9985 -Loss: 0.0831 Validation Accuracy: 94.421769% Epoch 25, Batch 10113 -Loss: 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Validation Accuracy: 94.240363% Epoch 25, Batch 15873 -Loss: 0.0405 Validation Accuracy: 93.854875% Epoch 25, Batch 16001 -Loss: 0.0898 Validation Accuracy: 94.308390% Epoch 25, Batch 16129 -Loss: 0.1556 Validation Accuracy: 93.900227% Epoch 25, Batch 16257 -Loss: 0.0287 Validation Accuracy: 94.081633% Epoch 25, Batch 16385 -Loss: 0.0633 Validation Accuracy: 93.900227% Epoch 25, Batch 16513 -Loss: 0.0933 Validation Accuracy: 93.786848% Epoch 25, Batch 16641 -Loss: 0.0659 Validation Accuracy: 93.560091% Epoch 25, Batch 16769 -Loss: 0.0402 Validation Accuracy: 93.650794% Epoch 25, Batch 16897 -Loss: 0.0304 Validation Accuracy: 93.628118% Epoch 25, Batch 17025 -Loss: 0.0318 Validation Accuracy: 93.628118% Epoch 25, Batch 17153 -Loss: 0.0556 Validation Accuracy: 93.310658% Epoch 25, Batch 17281 -Loss: 0.1144 Validation Accuracy: 94.036281% Epoch 25, Batch 17409 -Loss: 0.1059 Validation Accuracy: 93.922902% Epoch 25, Batch 17537 -Loss: 0.0460 Validation Accuracy: 93.605442% Epoch 25, Batch 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Validation Accuracy: 94.126984% Epoch 25, Batch 38401 -Loss: 0.0377 Validation Accuracy: 94.149660% Epoch 25, Batch 38529 -Loss: 0.1149 Validation Accuracy: 94.195011% Epoch 25, Batch 38657 -Loss: 0.0899 Validation Accuracy: 94.036281% Epoch 25, Batch 38785 -Loss: 0.1994 Validation Accuracy: 94.217687% Epoch 25, Batch 38913 -Loss: 0.1925 Validation Accuracy: 94.013605% Epoch 25, Batch 39041 -Loss: 0.0257 Validation Accuracy: 93.968254% Epoch 25, Batch 39169 -Loss: 0.1152 Validation Accuracy: 94.036281% Epoch 25, Batch 39297 -Loss: 0.0254 Validation Accuracy: 93.968254% Epoch 25, Batch 39425 -Loss: 0.1077 Validation Accuracy: 94.308390% Epoch 25, Batch 39553 -Loss: 0.0314 Validation Accuracy: 94.421769% Epoch 25, Batch 39681 -Loss: 0.0299 Validation Accuracy: 94.036281% Epoch 25, Batch 39809 -Loss: 0.1075 Validation Accuracy: 94.149660% Epoch 25, Batch 39937 -Loss: 0.1251 Validation Accuracy: 94.149660% Epoch 25, Batch 40065 -Loss: 0.0521 Validation Accuracy: 94.512472% Epoch 25, Batch 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Validation Accuracy: 94.285714% Epoch 25, Batch 44033 -Loss: 0.0849 Validation Accuracy: 94.217687% Epoch 25, Batch 44161 -Loss: 0.0297 Validation Accuracy: 94.557823% Epoch 25, Batch 44289 -Loss: 0.0533 Validation Accuracy: 94.467120% Epoch 25, Batch 44417 -Loss: 0.0387 Validation Accuracy: 94.353741% Epoch 25, Batch 44545 -Loss: 0.0696 Validation Accuracy: 94.081633% Epoch 25, Batch 44673 -Loss: 0.0493 Validation Accuracy: 94.126984% Epoch 25, Batch 44801 -Loss: 0.0390 Validation Accuracy: 94.217687% Epoch 25, Batch 44929 -Loss: 0.0881 Validation Accuracy: 94.240363% Epoch 25, Batch 45057 -Loss: 0.0465 Validation Accuracy: 93.877551% Epoch 25, Batch 45185 -Loss: 0.0700 Validation Accuracy: 93.673469% Epoch 25, Batch 45313 -Loss: 0.0754 Validation Accuracy: 93.968254% Epoch 25, Batch 45441 -Loss: 0.0169 Validation Accuracy: 93.922903% Epoch 25, Batch 45569 -Loss: 0.0551 Validation Accuracy: 94.013605% Epoch 25, Batch 45697 -Loss: 0.0796 Validation Accuracy: 93.877551% Epoch 25, Batch 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Validation Accuracy: 93.900227% Epoch 25, Batch 49665 -Loss: 0.1046 Validation Accuracy: 94.308390% Epoch 25, Batch 49793 -Loss: 0.0480 Validation Accuracy: 94.172336% Epoch 25, Batch 49921 -Loss: 0.0078 Validation Accuracy: 94.444444% Epoch 25, Batch 50049 -Loss: 0.0598 Validation Accuracy: 94.240363% Epoch 25, Batch 50177 -Loss: 0.0518 Validation Accuracy: 94.217687% Epoch 25, Batch 50305 -Loss: 0.0389 Validation Accuracy: 94.399093% Epoch 25, Batch 50433 -Loss: 0.0424 Validation Accuracy: 94.331066% Epoch 25, Batch 50561 -Loss: 0.1023 Validation Accuracy: 94.081633% Epoch 25, Batch 50689 -Loss: 0.0229 Validation Accuracy: 94.920635% Epoch 25, Batch 50817 -Loss: 0.0589 Validation Accuracy: 94.603175% Epoch 25, Batch 50945 -Loss: 0.1153 Validation Accuracy: 94.263039% Epoch 25, Batch 51073 -Loss: 0.0599 Validation Accuracy: 94.512472% Epoch 25, Batch 51201 -Loss: 0.0596 Validation Accuracy: 94.217687% Epoch 25, Batch 51329 -Loss: 0.0281 Validation Accuracy: 94.331066% Epoch 25, Batch 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Validation Accuracy: 93.809524% Epoch 25, Batch 55297 -Loss: 0.0794 Validation Accuracy: 93.968254% Epoch 25, Batch 55425 -Loss: 0.0642 Validation Accuracy: 93.990930% Epoch 25, Batch 55553 -Loss: 0.0640 Validation Accuracy: 93.764172% Epoch 25, Batch 55681 -Loss: 0.1159 Validation Accuracy: 93.718821% Epoch 25, Batch 55809 -Loss: 0.0731 Validation Accuracy: 93.786848% Epoch 25, Batch 55937 -Loss: 0.0760 Validation Accuracy: 94.149660% Epoch 25, Batch 56065 -Loss: 0.0413 Validation Accuracy: 94.104308% Epoch 25, Batch 56193 -Loss: 0.2139 Validation Accuracy: 93.945578% Epoch 25, Batch 56321 -Loss: 0.1338 Validation Accuracy: 94.263039% Epoch 25, Batch 56449 -Loss: 0.0629 Validation Accuracy: 94.149660% Epoch 25, Batch 56577 -Loss: 0.1081 Validation Accuracy: 94.149660% Epoch 25, Batch 56705 -Loss: 0.0190 Validation Accuracy: 94.149660% Epoch 25, Batch 56833 -Loss: 0.0616 Validation Accuracy: 94.308390% Epoch 25, Batch 56961 -Loss: 0.0724 Validation Accuracy: 93.718821% Epoch 25, Batch 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Validation Accuracy: 94.807256% Epoch 25, Batch 60929 -Loss: 0.0621 Validation Accuracy: 93.922903% Epoch 25, Batch 61057 -Loss: 0.0438 Validation Accuracy: 94.331066% Epoch 25, Batch 61185 -Loss: 0.0376 Validation Accuracy: 93.741497% Epoch 25, Batch 61313 -Loss: 0.0666 Validation Accuracy: 94.217687% Epoch 25, Batch 61441 -Loss: 0.0947 Validation Accuracy: 94.285714% Epoch 25, Batch 61569 -Loss: 0.0200 Validation Accuracy: 94.013605% Epoch 25, Batch 61697 -Loss: 0.1652 Validation Accuracy: 93.832200% Epoch 25, Batch 61825 -Loss: 0.0568 Validation Accuracy: 93.877551% Epoch 25, Batch 61953 -Loss: 0.0635 Validation Accuracy: 94.036281% Epoch 25, Batch 62081 -Loss: 0.0712 Validation Accuracy: 94.149660% Epoch 25, Batch 62209 -Loss: 0.0561 Validation Accuracy: 94.104308% Epoch 25, Batch 62337 -Loss: 0.0428 Validation Accuracy: 93.809524% Epoch 25, Batch 62465 -Loss: 0.0417 Validation Accuracy: 93.877551% Epoch 25, Batch 62593 -Loss: 0.0522 Validation Accuracy: 94.149660% Epoch 25, Batch 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Validation Accuracy: 93.333333% Epoch 25, Batch 66561 -Loss: 0.0968 Validation Accuracy: 93.764172% Epoch 25, Batch 66689 -Loss: 0.0263 Validation Accuracy: 93.696145% Epoch 25, Batch 66817 -Loss: 0.0438 Validation Accuracy: 93.378685% Epoch 25, Batch 66945 -Loss: 0.0805 Validation Accuracy: 93.696145% Epoch 25, Batch 67073 -Loss: 0.0481 Validation Accuracy: 93.401361% Epoch 25, Batch 67201 -Loss: 0.0130 Validation Accuracy: 93.922903% Epoch 25, Batch 67329 -Loss: 0.0643 Validation Accuracy: 94.195011% Epoch 25, Batch 67457 -Loss: 0.0174 Validation Accuracy: 93.922902% Epoch 25, Batch 67585 -Loss: 0.0146 Validation Accuracy: 94.512472% Epoch 25, Batch 67713 -Loss: 0.0782 Validation Accuracy: 93.945578% Epoch 25, Batch 67841 -Loss: 0.1661 Validation Accuracy: 93.718821% Epoch 25, Batch 67969 -Loss: 0.1227 Validation Accuracy: 93.628118% Epoch 25, Batch 68097 -Loss: 0.0332 Validation Accuracy: 93.945578% Epoch 25, Batch 68225 -Loss: 0.1862 Validation Accuracy: 94.353742% Epoch 25, Batch 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Validation Accuracy: 93.877551% Epoch 25, Batch 72193 -Loss: 0.0686 Validation Accuracy: 94.172336% Epoch 25, Batch 72321 -Loss: 0.0771 Validation Accuracy: 94.172336% Epoch 25, Batch 72449 -Loss: 0.0269 Validation Accuracy: 93.922902% Epoch 25, Batch 72577 -Loss: 0.0851 Validation Accuracy: 94.444444% Epoch 25, Batch 72705 -Loss: 0.0243 Validation Accuracy: 94.625850% Epoch 25, Batch 72833 -Loss: 0.0394 Validation Accuracy: 94.444444% Epoch 25, Batch 72961 -Loss: 0.0586 Validation Accuracy: 94.897959% Epoch 25, Batch 73089 -Loss: 0.1014 Validation Accuracy: 94.353742% Epoch 25, Batch 73217 -Loss: 0.0851 Validation Accuracy: 93.900227% Epoch 25, Batch 73345 -Loss: 0.1052 Validation Accuracy: 94.580499% Epoch 25, Batch 73473 -Loss: 0.1026 Validation Accuracy: 93.877551% Epoch 25, Batch 73601 -Loss: 0.0155 Validation Accuracy: 93.900227% Epoch 25, Batch 73729 -Loss: 0.1270 Validation Accuracy: 93.900227% Epoch 25, Batch 73857 -Loss: 0.0807 Validation Accuracy: 94.285714% Epoch 25, Batch 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Validation Accuracy: 93.605442% Epoch 25, Batch 77825 -Loss: 0.1683 Validation Accuracy: 93.945578% Epoch 25, Batch 77953 -Loss: 0.0657 Validation Accuracy: 94.058957% Epoch 25, Batch 78081 -Loss: 0.0768 Validation Accuracy: 93.832200% Epoch 25, Batch 78209 -Loss: 0.0704 Validation Accuracy: 94.308390% Epoch 25, Batch 78337 -Loss: 0.0767 Validation Accuracy: 93.537415% Epoch 25, Batch 78465 -Loss: 0.1112 Validation Accuracy: 93.786848% Epoch 25, Batch 78593 -Loss: 0.0717 Validation Accuracy: 93.922902% Epoch 25, Batch 78721 -Loss: 0.0431 Validation Accuracy: 93.832200% Epoch 25, Batch 78849 -Loss: 0.0596 Validation Accuracy: 94.285714% Epoch 25, Batch 78977 -Loss: 0.0438 Validation Accuracy: 93.945578% Epoch 25, Batch 79105 -Loss: 0.0274 Validation Accuracy: 94.104308% Epoch 25, Batch 79233 -Loss: 0.0952 Validation Accuracy: 93.832200% Epoch 25, Batch 79361 -Loss: 0.1234 Validation Accuracy: 94.104308% Epoch 25, Batch 79489 -Loss: 0.0266 Validation Accuracy: 94.058957% Epoch 25, Batch 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Validation Accuracy: 93.696145% Epoch 25, Batch 83457 -Loss: 0.0914 Validation Accuracy: 93.786848% Epoch 25, Batch 83585 -Loss: 0.0412 Validation Accuracy: 94.263039% Epoch 25, Batch 83713 -Loss: 0.0439 Validation Accuracy: 94.331066% Epoch 25, Batch 83841 -Loss: 0.0215 Validation Accuracy: 93.854875% Epoch 25, Batch 83969 -Loss: 0.1397 Validation Accuracy: 93.514739% Epoch 25, Batch 84097 -Loss: 0.0186 Validation Accuracy: 94.013605% Epoch 25, Batch 84225 -Loss: 0.0388 Validation Accuracy: 94.058957% Epoch 25, Batch 84353 -Loss: 0.0174 Validation Accuracy: 93.537415% Epoch 25, Batch 84481 -Loss: 0.0500 Validation Accuracy: 94.126984% Epoch 25, Batch 84609 -Loss: 0.0583 Validation Accuracy: 93.718821% Epoch 25, Batch 84737 -Loss: 0.0625 Validation Accuracy: 94.172336% Epoch 25, Batch 84865 -Loss: 0.1073 Validation Accuracy: 94.263039% Epoch 25, Batch 84993 -Loss: 0.0179 Validation Accuracy: 94.399093% Epoch 25, Batch 85121 -Loss: 0.0673 Validation Accuracy: 94.444444% Epoch 25, Batch 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Validation Accuracy: 94.376417% Epoch 25, Batch 89089 -Loss: 0.0572 Validation Accuracy: 94.512472% Epoch 25, Batch 89217 -Loss: 0.1692 Validation Accuracy: 94.557823% Epoch 25, Batch 89345 -Loss: 0.0880 Validation Accuracy: 94.331066% Epoch 25, Batch 89473 -Loss: 0.0812 Validation Accuracy: 94.331066% Epoch 25, Batch 89601 -Loss: 0.0529 Validation Accuracy: 94.285714% Epoch 25, Batch 89729 -Loss: 0.0061 Validation Accuracy: 94.285714% Epoch 25, Batch 89857 -Loss: 0.0946 Validation Accuracy: 94.126984% Epoch 25, Batch 89985 -Loss: 0.0524 Validation Accuracy: 94.036281% Epoch 25, Batch 90113 -Loss: 0.0923 Validation Accuracy: 94.580499% Epoch 25, Batch 90241 -Loss: 0.0223 Validation Accuracy: 94.308390% Epoch 25, Batch 90369 -Loss: 0.1102 Validation Accuracy: 93.764172% Epoch 25, Batch 90497 -Loss: 0.0598 Validation Accuracy: 93.968254% Epoch 25, Batch 90625 -Loss: 0.0317 Validation Accuracy: 94.353742% Epoch 25, Batch 90753 -Loss: 0.1180 Validation Accuracy: 94.353742% Epoch 25, Batch 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Validation Accuracy: 93.809524% Epoch 25, Batch 94721 -Loss: 0.0880 Validation Accuracy: 94.126984% Epoch 25, Batch 94849 -Loss: 0.0834 Validation Accuracy: 94.013605% Epoch 25, Batch 94977 -Loss: 0.0865 Validation Accuracy: 94.104308% Epoch 25, Batch 95105 -Loss: 0.0047 Validation Accuracy: 94.671202% Epoch 25, Batch 95233 -Loss: 0.1131 Validation Accuracy: 94.036281% Epoch 25, Batch 95361 -Loss: 0.0677 Validation Accuracy: 93.990930% Epoch 25, Batch 95489 -Loss: 0.0674 Validation Accuracy: 94.512472% Epoch 25, Batch 95617 -Loss: 0.0688 Validation Accuracy: 94.149660% Epoch 25, Batch 95745 -Loss: 0.0164 Validation Accuracy: 94.013605% Epoch 25, Batch 95873 -Loss: 0.0470 Validation Accuracy: 94.308390% Epoch 25, Batch 96001 -Loss: 0.1422 Validation Accuracy: 94.421769% Epoch 25, Batch 96129 -Loss: 0.0302 Validation Accuracy: 94.149660% Epoch 25, Batch 96257 -Loss: 0.0653 Validation Accuracy: 94.557823% Epoch 25, Batch 96385 -Loss: 0.0564 Validation Accuracy: 94.557823% Epoch 25, Batch 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-Loss: 0.0563 Validation Accuracy: 93.673469% Epoch 25, Batch 107777 -Loss: 0.0842 Validation Accuracy: 92.970522% Epoch 25, Batch 107905 -Loss: 0.0450 Validation Accuracy: 92.970522% Epoch 25, Batch 108033 -Loss: 0.0604 Validation Accuracy: 93.287982% Epoch 25, Batch 108161 -Loss: 0.0840 Validation Accuracy: 93.356009% Epoch 25, Batch 108289 -Loss: 0.0793 Validation Accuracy: 92.902494% Epoch 25, Batch 108417 -Loss: 0.1222 Validation Accuracy: 93.038549% Epoch 25, Batch 108545 -Loss: 0.0519 Validation Accuracy: 93.378685% Epoch 25, Batch 108673 -Loss: 0.0859 Validation Accuracy: 93.877551% Epoch 25, Batch 108801 -Loss: 0.1310 Validation Accuracy: 92.993197% Epoch 25, Batch 108929 -Loss: 0.0839 Validation Accuracy: 93.401361% Epoch 25, Batch 109057 -Loss: 0.1467 Validation Accuracy: 93.900227% Epoch 25, Batch 109185 -Loss: 0.0360 Validation Accuracy: 94.036281% Epoch 25, Batch 109313 -Loss: 0.0437 Validation Accuracy: 93.809524% Epoch 25, Batch 109441 -Loss: 0.1079 Validation Accuracy: 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-Loss: 0.0696 Validation Accuracy: 93.741497% Epoch 25, Batch 111489 -Loss: 0.0901 Validation Accuracy: 94.104308% Epoch 25, Batch 111617 -Loss: 0.1207 Validation Accuracy: 93.741497% Epoch 25, Batch 111745 -Loss: 0.0435 Validation Accuracy: 94.081633% Epoch 25, Batch 111873 -Loss: 0.0423 Validation Accuracy: 94.126984% Epoch 25, Batch 112001 -Loss: 0.0575 Validation Accuracy: 93.628118% Epoch 25, Batch 112129 -Loss: 0.0841 Validation Accuracy: 93.537415% Epoch 25, Batch 112257 -Loss: 0.0528 Validation Accuracy: 94.081633% Epoch 25, Batch 112385 -Loss: 0.0414 Validation Accuracy: 94.217687% Epoch 25, Batch 112513 -Loss: 0.0387 Validation Accuracy: 93.605442% Epoch 25, Batch 112641 -Loss: 0.0957 Validation Accuracy: 93.877551% Epoch 25, Batch 112769 -Loss: 0.1630 Validation Accuracy: 93.968254% Epoch 25, Batch 112897 -Loss: 0.0150 Validation Accuracy: 93.537415% Epoch 25, Batch 113025 -Loss: 0.0320 Validation Accuracy: 94.489796% Epoch 25, Batch 113153 -Loss: 0.0637 Validation Accuracy: 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-Loss: 0.0769 Validation Accuracy: 94.195011% Epoch 25, Batch 115201 -Loss: 0.0537 Validation Accuracy: 94.421769% Epoch 25, Batch 115329 -Loss: 0.0372 Validation Accuracy: 94.353742% Epoch 25, Batch 115457 -Loss: 0.0700 Validation Accuracy: 93.854875% Epoch 25, Batch 115585 -Loss: 0.0914 Validation Accuracy: 94.308390% Epoch 25, Batch 115713 -Loss: 0.0826 Validation Accuracy: 94.444444% Epoch 25, Batch 115841 -Loss: 0.0681 Validation Accuracy: 94.353741% Epoch 25, Batch 115969 -Loss: 0.0508 Validation Accuracy: 94.058957% Epoch 25, Batch 116097 -Loss: 0.0583 Validation Accuracy: 94.104308% Epoch 25, Batch 116225 -Loss: 0.0644 Validation Accuracy: 94.036281% Epoch 25, Batch 116353 -Loss: 0.0771 Validation Accuracy: 94.489796% Epoch 25, Batch 116481 -Loss: 0.0461 Validation Accuracy: 94.580499% Epoch 25, Batch 116609 -Loss: 0.0814 Validation Accuracy: 94.195011% Epoch 25, Batch 116737 -Loss: 0.1557 Validation Accuracy: 94.421769% Epoch 25, Batch 116865 -Loss: 0.0662 Validation Accuracy: 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-Loss: 0.0167 Validation Accuracy: 94.263039% Epoch 25, Batch 118913 -Loss: 0.0371 Validation Accuracy: 93.514739% Epoch 25, Batch 119041 -Loss: 0.1692 Validation Accuracy: 94.013605% Epoch 25, Batch 119169 -Loss: 0.0751 Validation Accuracy: 93.832200% Epoch 25, Batch 119297 -Loss: 0.1491 Validation Accuracy: 93.446712% Epoch 25, Batch 119425 -Loss: 0.0467 Validation Accuracy: 94.013605% Epoch 25, Batch 119553 -Loss: 0.0666 Validation Accuracy: 93.990930% Epoch 25, Batch 119681 -Loss: 0.0861 Validation Accuracy: 94.172336% Epoch 25, Batch 119809 -Loss: 0.0387 Validation Accuracy: 94.036281% Epoch 25, Batch 119937 -Loss: 0.0622 Validation Accuracy: 93.990930% Epoch 25, Batch 120065 -Loss: 0.0129 Validation Accuracy: 93.968254% Epoch 25, Batch 120193 -Loss: 0.0423 Validation Accuracy: 94.126984% Epoch 25, Batch 120321 -Loss: 0.0429 Validation Accuracy: 94.716553% Epoch 25, Batch 120449 -Loss: 0.0254 Validation Accuracy: 94.081633% Epoch 25, Batch 120577 -Loss: 0.0848 Validation Accuracy: 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-Loss: 0.1133 Validation Accuracy: 93.628118% Epoch 25, Batch 122625 -Loss: 0.0271 Validation Accuracy: 93.764172% Epoch 25, Batch 122753 -Loss: 0.1118 Validation Accuracy: 94.467120% Epoch 25, Batch 122881 -Loss: 0.0367 Validation Accuracy: 94.104308% Epoch 25, Batch 123009 -Loss: 0.0454 Validation Accuracy: 93.922902% Epoch 25, Batch 123137 -Loss: 0.1511 Validation Accuracy: 93.945578% Epoch 25, Batch 123265 -Loss: 0.0580 Validation Accuracy: 94.195011% Epoch 25, Batch 123393 -Loss: 0.1181 Validation Accuracy: 94.444444% Epoch 25, Batch 123521 -Loss: 0.0424 Validation Accuracy: 93.809524% Epoch 25, Batch 123649 -Loss: 0.0088 Validation Accuracy: 94.240363% Epoch 25, Batch 123777 -Loss: 0.0730 Validation Accuracy: 93.968254% Epoch 25, Batch 123905 -Loss: 0.0260 Validation Accuracy: 94.285714% Epoch 25, Batch 124033 -Loss: 0.0525 Validation Accuracy: 94.217687% Epoch 25, Batch 124161 -Loss: 0.0485 Validation Accuracy: 94.058957% Epoch 25, Batch 124289 -Loss: 0.0407 Validation Accuracy: 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-Loss: 0.0239 Validation Accuracy: 94.671202% Epoch 25, Batch 126337 -Loss: 0.0633 Validation Accuracy: 94.489796% Epoch 25, Batch 126465 -Loss: 0.0447 Validation Accuracy: 94.172336% Epoch 25, Batch 126593 -Loss: 0.0719 Validation Accuracy: 94.489796% Epoch 25, Batch 126721 -Loss: 0.0215 Validation Accuracy: 94.376417% Epoch 25, Batch 126849 -Loss: 0.0316 Validation Accuracy: 94.240363% Epoch 25, Batch 126977 -Loss: 0.1135 Validation Accuracy: 94.217687% Epoch 25, Batch 127105 -Loss: 0.0416 Validation Accuracy: 94.512472% Epoch 25, Batch 127233 -Loss: 0.0319 Validation Accuracy: 94.512472% Epoch 25, Batch 127361 -Loss: 0.0831 Validation Accuracy: 94.875283% Epoch 25, Batch 127489 -Loss: 0.0518 Validation Accuracy: 94.603175% Epoch 25, Batch 127617 -Loss: 0.1479 Validation Accuracy: 94.263039% Epoch 25, Batch 127745 -Loss: 0.0440 Validation Accuracy: 94.308390% Epoch 25, Batch 127873 -Loss: 0.1173 Validation Accuracy: 94.263039% Epoch 25, Batch 128001 -Loss: 0.0466 Validation Accuracy: 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-Loss: 0.1421 Validation Accuracy: 93.990930% Epoch 25, Batch 130049 -Loss: 0.1438 Validation Accuracy: 94.376417% Epoch 25, Batch 130177 -Loss: 0.0966 Validation Accuracy: 94.172336% Epoch 25, Batch 130305 -Loss: 0.0682 Validation Accuracy: 94.126984% Epoch 25, Batch 130433 -Loss: 0.0939 Validation Accuracy: 93.764172% Epoch 25, Batch 130561 -Loss: 0.0898 Validation Accuracy: 93.786848% Epoch 25, Batch 130689 -Loss: 0.0857 Validation Accuracy: 94.036281% Epoch 25, Batch 130817 -Loss: 0.1243 Validation Accuracy: 93.605442% Epoch 25, Batch 130945 -Loss: 0.1754 Validation Accuracy: 94.126984% Epoch 25, Batch 131073 -Loss: 0.0622 Validation Accuracy: 94.036281% Epoch 25, Batch 131201 -Loss: 0.0319 Validation Accuracy: 94.353742% Epoch 25, Batch 131329 -Loss: 0.0366 Validation Accuracy: 94.240363% Epoch 25, Batch 131457 -Loss: 0.1067 Validation Accuracy: 94.285714% Epoch 25, Batch 131585 -Loss: 0.2261 Validation Accuracy: 94.149660% Epoch 25, Batch 131713 -Loss: 0.0256 Validation Accuracy: 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-Loss: 0.0479 Validation Accuracy: 94.603175% Epoch 25, Batch 133761 -Loss: 0.1126 Validation Accuracy: 94.671202% Epoch 25, Batch 133889 -Loss: 0.0381 Validation Accuracy: 94.421769% Epoch 25, Batch 134017 -Loss: 0.0745 Validation Accuracy: 94.648526% Epoch 25, Batch 134145 -Loss: 0.0092 Validation Accuracy: 94.126984% Epoch 25, Batch 134273 -Loss: 0.0617 Validation Accuracy: 94.240363% Epoch 25, Batch 134401 -Loss: 0.0888 Validation Accuracy: 94.671202% Epoch 25, Batch 134529 -Loss: 0.0848 Validation Accuracy: 94.489796% Epoch 25, Batch 134657 -Loss: 0.0862 Validation Accuracy: 94.195011% Epoch 25, Batch 134785 -Loss: 0.0764 Validation Accuracy: 94.353742% Epoch 25, Batch 134913 -Loss: 0.1230 Validation Accuracy: 94.557823% Epoch 25, Batch 135041 -Loss: 0.0568 Validation Accuracy: 94.648526% Epoch 25, Batch 135169 -Loss: 0.0789 Validation Accuracy: 94.421769% Epoch 25, Batch 135297 -Loss: 0.0808 Validation Accuracy: 94.648526% Epoch 25, Batch 135425 -Loss: 0.0389 Validation Accuracy: 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-Loss: 0.0749 Validation Accuracy: 94.195011% Epoch 25, Batch 137473 -Loss: 0.0712 Validation Accuracy: 94.308390% Epoch 25, Batch 137601 -Loss: 0.0642 Validation Accuracy: 94.081633% Epoch 25, Batch 137729 -Loss: 0.1029 Validation Accuracy: 93.832200% Epoch 25, Batch 137857 -Loss: 0.0625 Validation Accuracy: 93.378685% Epoch 25, Batch 137985 -Loss: 0.0897 Validation Accuracy: 93.696145% Epoch 25, Batch 138113 -Loss: 0.0375 Validation Accuracy: 93.854875% Epoch 25, Batch 138241 -Loss: 0.0269 Validation Accuracy: 94.104308% Epoch 25, Batch 138369 -Loss: 0.0513 Validation Accuracy: 94.308390% Epoch 25, Batch 138497 -Loss: 0.1705 Validation Accuracy: 94.353742% Epoch 25, Batch 138625 -Loss: 0.0981 Validation Accuracy: 94.036281% Epoch 25, Batch 138753 -Loss: 0.0424 Validation Accuracy: 94.058957% Epoch 25, Batch 138881 -Loss: 0.0775 Validation Accuracy: 94.172336% Epoch 25, Batch 139009 -Loss: 0.0903 Validation Accuracy: 94.580499% Epoch 25, Batch 139137 -Loss: 0.1668 Validation Accuracy: 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-Loss: 0.0662 Validation Accuracy: 94.625850% Epoch 25, Batch 141185 -Loss: 0.0435 Validation Accuracy: 94.399093% Epoch 25, Batch 141313 -Loss: 0.0521 Validation Accuracy: 94.444444% Epoch 25, Batch 141441 -Loss: 0.1857 Validation Accuracy: 94.467120% Epoch 25, Batch 141569 -Loss: 0.2045 Validation Accuracy: 94.126984% Epoch 25, Batch 141697 -Loss: 0.0535 Validation Accuracy: 94.217687% Epoch 25, Batch 141825 -Loss: 0.1239 Validation Accuracy: 94.217687% Epoch 25, Batch 141953 -Loss: 0.0907 Validation Accuracy: 94.421769% Epoch 25, Batch 142081 -Loss: 0.0785 Validation Accuracy: 94.172336% Epoch 25, Batch 142209 -Loss: 0.0349 Validation Accuracy: 94.240363% Epoch 25, Batch 142337 -Loss: 0.0402 Validation Accuracy: 94.104308% Epoch 25, Batch 142465 -Loss: 0.0399 Validation Accuracy: 94.308390% Epoch 25, Batch 142593 -Loss: 0.1112 Validation Accuracy: 94.263039% Epoch 25, Batch 142721 -Loss: 0.0169 Validation Accuracy: 93.968254% Epoch 25, Batch 142849 -Loss: 0.0939 Validation Accuracy: 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-Loss: 0.0887 Validation Accuracy: 93.990930% Epoch 25, Batch 144897 -Loss: 0.1336 Validation Accuracy: 93.696145% Epoch 25, Batch 145025 -Loss: 0.0167 Validation Accuracy: 94.376417% Epoch 25, Batch 145153 -Loss: 0.0544 Validation Accuracy: 94.104308% Epoch 25, Batch 145281 -Loss: 0.0516 Validation Accuracy: 94.013605% Epoch 25, Batch 145409 -Loss: 0.0340 Validation Accuracy: 93.832200% Epoch 25, Batch 145537 -Loss: 0.0230 Validation Accuracy: 94.036281% Epoch 25, Batch 145665 -Loss: 0.0609 Validation Accuracy: 94.149660% Epoch 25, Batch 145793 -Loss: 0.0505 Validation Accuracy: 94.081633% Epoch 25, Batch 145921 -Loss: 0.0309 Validation Accuracy: 94.240363% Epoch 25, Batch 146049 -Loss: 0.0792 Validation Accuracy: 94.058957% Epoch 25, Batch 146177 -Loss: 0.1201 Validation Accuracy: 94.444444% Epoch 25, Batch 146305 -Loss: 0.0521 Validation Accuracy: 94.467120% Epoch 25, Batch 146433 -Loss: 0.0225 Validation Accuracy: 94.376417% Epoch 25, Batch 146561 -Loss: 0.1661 Validation Accuracy: 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-Loss: 0.0428 Validation Accuracy: 94.807256% Epoch 25, Batch 148609 -Loss: 0.0254 Validation Accuracy: 94.693878% Epoch 25, Batch 148737 -Loss: 0.1020 Validation Accuracy: 94.761905% Epoch 25, Batch 148865 -Loss: 0.0374 Validation Accuracy: 94.875283% Epoch 25, Batch 148993 -Loss: 0.0623 Validation Accuracy: 93.605442% Epoch 25, Batch 149121 -Loss: 0.0529 Validation Accuracy: 94.376417% Epoch 25, Batch 149249 -Loss: 0.0688 Validation Accuracy: 94.580499% Epoch 25, Batch 149377 -Loss: 0.0893 Validation Accuracy: 94.444444% Epoch 25, Batch 149505 -Loss: 0.0343 Validation Accuracy: 94.444444% Epoch 25, Batch 149633 -Loss: 0.1345 Validation Accuracy: 94.353742% Epoch 25, Batch 149761 -Loss: 0.0775 Validation Accuracy: 94.308390% Epoch 25, Batch 149889 -Loss: 0.1005 Validation Accuracy: 94.013605% Epoch 25, Batch 150017 -Loss: 0.0180 Validation Accuracy: 94.308390% Epoch 25, Batch 150145 -Loss: 0.0506 Validation Accuracy: 94.240363% Epoch 25, Batch 150273 -Loss: 0.0491 Validation Accuracy: 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-Loss: 0.0722 Validation Accuracy: 94.467120% Epoch 25, Batch 152321 -Loss: 0.0480 Validation Accuracy: 94.671202% Epoch 25, Batch 152449 -Loss: 0.0646 Validation Accuracy: 94.036281% Epoch 25, Batch 152577 -Loss: 0.1028 Validation Accuracy: 94.081633% Epoch 25, Batch 152705 -Loss: 0.0976 Validation Accuracy: 94.126984% Epoch 25, Batch 152833 -Loss: 0.1242 Validation Accuracy: 94.580499% Epoch 25, Batch 152961 -Loss: 0.0764 Validation Accuracy: 93.832200% Epoch 25, Batch 153089 -Loss: 0.1005 Validation Accuracy: 93.877551% Epoch 25, Batch 153217 -Loss: 0.0375 Validation Accuracy: 94.353742% Epoch 25, Batch 153345 -Loss: 0.0886 Validation Accuracy: 93.854875% Epoch 25, Batch 153473 -Loss: 0.0812 Validation Accuracy: 94.081633% Epoch 25, Batch 153601 -Loss: 0.0358 Validation Accuracy: 93.922902% Epoch 25, Batch 153729 -Loss: 0.2942 Validation Accuracy: 94.149660% Epoch 25, Batch 153857 -Loss: 0.0508 Validation Accuracy: 94.081633% Epoch 25, Batch 153985 -Loss: 0.0330 Validation Accuracy: 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-Loss: 0.0421 Validation Accuracy: 94.058957% Epoch 25, Batch 156033 -Loss: 0.1406 Validation Accuracy: 94.126984% Epoch 25, Batch 156161 -Loss: 0.0389 Validation Accuracy: 94.195011% Epoch 25, Batch 156289 -Loss: 0.0796 Validation Accuracy: 94.058957% Epoch 25, Batch 156417 -Loss: 0.0364 Validation Accuracy: 94.285714% Epoch 25, Batch 156545 -Loss: 0.0825 Validation Accuracy: 93.854875% Epoch 25, Batch 156673 -Loss: 0.0354 Validation Accuracy: 94.580499% Epoch 25, Batch 156801 -Loss: 0.0574 Validation Accuracy: 94.444444% Epoch 25, Batch 156929 -Loss: 0.0353 Validation Accuracy: 94.353742% Epoch 25, Batch 157057 -Loss: 0.1361 Validation Accuracy: 94.376417% Epoch 25, Batch 157185 -Loss: 0.1238 Validation Accuracy: 94.126984% Epoch 25, Batch 157313 -Loss: 0.0698 Validation Accuracy: 94.376417% Epoch 25, Batch 157441 -Loss: 0.0594 Validation Accuracy: 94.399093% Epoch 25, Batch 157569 -Loss: 0.0769 Validation Accuracy: 94.308390% Epoch 25, Batch 157697 -Loss: 0.0862 Validation Accuracy: 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-Loss: 0.0445 Validation Accuracy: 94.399093% Epoch 25, Batch 159745 -Loss: 0.0455 Validation Accuracy: 94.603175% Epoch 25, Batch 159873 -Loss: 0.0420 Validation Accuracy: 94.331066% Epoch 25, Batch 160001 -Loss: 0.1364 Validation Accuracy: 94.784581% Epoch 25, Batch 160129 -Loss: 0.0894 Validation Accuracy: 94.716553% Epoch 25, Batch 160257 -Loss: 0.0658 Validation Accuracy: 94.784581% Epoch 25, Batch 160385 -Loss: 0.0917 Validation Accuracy: 94.467120% Epoch 25, Batch 160513 -Loss: 0.0154 Validation Accuracy: 94.603175% Epoch 25, Batch 160641 -Loss: 0.0379 Validation Accuracy: 94.240363% Epoch 25, Batch 160769 -Loss: 0.0730 Validation Accuracy: 94.557823% Epoch 25, Batch 160897 -Loss: 0.1516 Validation Accuracy: 94.467120% Epoch 25, Batch 161025 -Loss: 0.1112 Validation Accuracy: 94.535147% Epoch 25, Batch 161153 -Loss: 0.0398 Validation Accuracy: 93.877551% Epoch 25, Batch 161281 -Loss: 0.1024 Validation Accuracy: 94.716553% Epoch 25, Batch 161409 -Loss: 0.0113 Validation Accuracy: 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-Loss: 0.0959 Validation Accuracy: 94.195011% Epoch 25, Batch 163457 -Loss: 0.0066 Validation Accuracy: 94.081633% Epoch 25, Batch 163585 -Loss: 0.1232 Validation Accuracy: 94.285714% Epoch 25, Batch 163713 -Loss: 0.0442 Validation Accuracy: 94.217687% Epoch 25, Batch 163841 -Loss: 0.0541 Validation Accuracy: 93.832200% Epoch 25, Batch 163969 -Loss: 0.0391 Validation Accuracy: 94.058957% Epoch 25, Batch 164097 -Loss: 0.0495 Validation Accuracy: 94.331066% Epoch 25, Batch 164225 -Loss: 0.0521 Validation Accuracy: 93.809524% Epoch 25, Batch 164353 -Loss: 0.0744 Validation Accuracy: 93.764172% Epoch 25, Batch 164481 -Loss: 0.1001 Validation Accuracy: 94.353742% Epoch 25, Batch 164609 -Loss: 0.0475 Validation Accuracy: 93.968254% Epoch 25, Batch 164737 -Loss: 0.0289 Validation Accuracy: 94.399093% Epoch 25, Batch 164865 -Loss: 0.0705 Validation Accuracy: 94.195011% Epoch 25, Batch 164993 -Loss: 0.0481 Validation Accuracy: 94.308390% Epoch 25, Batch 165121 -Loss: 0.0561 Validation Accuracy: 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-Loss: 0.0180 Validation Accuracy: 94.308390% Epoch 25, Batch 167169 -Loss: 0.0384 Validation Accuracy: 93.990930% Epoch 25, Batch 167297 -Loss: 0.0511 Validation Accuracy: 94.875283% Epoch 25, Batch 167425 -Loss: 0.0258 Validation Accuracy: 94.195011% Epoch 25, Batch 167553 -Loss: 0.0984 Validation Accuracy: 94.126984% Epoch 25, Batch 167681 -Loss: 0.1044 Validation Accuracy: 94.512472% Epoch 25, Batch 167809 -Loss: 0.0652 Validation Accuracy: 94.308390% Epoch 25, Batch 167937 -Loss: 0.0579 Validation Accuracy: 94.240363% Epoch 25, Batch 168065 -Loss: 0.1880 Validation Accuracy: 94.535147% Epoch 25, Batch 168193 -Loss: 0.0237 Validation Accuracy: 94.671202% Epoch 25, Batch 168321 -Loss: 0.0328 Validation Accuracy: 94.557823% Epoch 25, Batch 168449 -Loss: 0.0928 Validation Accuracy: 94.784581% Epoch 25, Batch 168577 -Loss: 0.0995 Validation Accuracy: 94.603175% Epoch 25, Batch 168705 -Loss: 0.0197 Validation Accuracy: 94.557823% Epoch 25, Batch 168833 -Loss: 0.0881 Validation Accuracy: 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-Loss: 0.0552 Validation Accuracy: 94.535147% Epoch 25, Batch 170881 -Loss: 0.0717 Validation Accuracy: 94.580499% Epoch 25, Batch 171009 -Loss: 0.1298 Validation Accuracy: 94.557823% Epoch 25, Batch 171137 -Loss: 0.0409 Validation Accuracy: 94.263039% Epoch 25, Batch 171265 -Loss: 0.0868 Validation Accuracy: 94.399093% Epoch 25, Batch 171393 -Loss: 0.0962 Validation Accuracy: 93.877551% Epoch 25, Batch 171521 -Loss: 0.0948 Validation Accuracy: 94.217687% Epoch 25, Batch 171649 -Loss: 0.0576 Validation Accuracy: 94.761905% Epoch 25, Batch 171777 -Loss: 0.1063 Validation Accuracy: 94.557823% Epoch 25, Batch 171905 -Loss: 0.0479 Validation Accuracy: 94.489796% Epoch 25, Batch 172033 -Loss: 0.0981 Validation Accuracy: 94.240363% Epoch 25, Batch 172161 -Loss: 0.0451 Validation Accuracy: 94.535147% Epoch 25, Batch 172289 -Loss: 0.0589 Validation Accuracy: 94.308390% Epoch 25, Batch 172417 -Loss: 0.0891 Validation Accuracy: 94.693878% Epoch 25, Batch 172545 -Loss: 0.0789 Validation Accuracy: 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-Loss: 0.0623 Validation Accuracy: 93.537415% Epoch 25, Batch 174593 -Loss: 0.0834 Validation Accuracy: 94.308390% Epoch 25, Batch 174721 -Loss: 0.0193 Validation Accuracy: 94.013605% Epoch 25, Batch 174849 -Loss: 0.0576 Validation Accuracy: 93.537415% Epoch 25, Batch 174977 -Loss: 0.0259 Validation Accuracy: 94.603175% Epoch 25, Batch 175105 -Loss: 0.0862 Validation Accuracy: 93.945578% Epoch 25, Batch 175233 -Loss: 0.0585 Validation Accuracy: 94.013605% Epoch 25, Batch 175361 -Loss: 0.0236 Validation Accuracy: 93.854875% Epoch 25, Batch 175489 -Loss: 0.1297 Validation Accuracy: 94.126984% Epoch 25, Batch 175617 -Loss: 0.0395 Validation Accuracy: 94.308390% Epoch 25, Batch 175745 -Loss: 0.0388 Validation Accuracy: 94.716553% Epoch 25, Batch 175873 -Loss: 0.0499 Validation Accuracy: 94.353742% Epoch 25, Batch 176001 -Loss: 0.0801 Validation Accuracy: 94.217687% Epoch 25, Batch 176129 -Loss: 0.1279 Validation Accuracy: 93.990930% Epoch 25, Batch 176257 -Loss: 0.0568 Validation Accuracy: 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-Loss: 0.0469 Validation Accuracy: 93.492063% Epoch 25, Batch 178305 -Loss: 0.0664 Validation Accuracy: 93.446712% Epoch 25, Batch 178433 -Loss: 0.0209 Validation Accuracy: 93.786848% Epoch 25, Batch 178561 -Loss: 0.0899 Validation Accuracy: 93.628118% Epoch 25, Batch 178689 -Loss: 0.0752 Validation Accuracy: 93.741497% Epoch 25, Batch 178817 -Loss: 0.0721 Validation Accuracy: 94.149660% Epoch 25, Batch 178945 -Loss: 0.0223 Validation Accuracy: 94.580499% Epoch 25, Batch 179073 -Loss: 0.0712 Validation Accuracy: 93.877551% Epoch 25, Batch 179201 -Loss: 0.0874 Validation Accuracy: 93.968254% Epoch 25, Batch 179329 -Loss: 0.1462 Validation Accuracy: 94.058957% Epoch 25, Batch 179457 -Loss: 0.0113 Validation Accuracy: 94.240363% Epoch 25, Batch 179585 -Loss: 0.0466 Validation Accuracy: 94.557823% Epoch 25, Batch 179713 -Loss: 0.0457 Validation Accuracy: 94.716553% Epoch 25, Batch 179841 -Loss: 0.0598 Validation Accuracy: 94.399093% Epoch 25, Batch 179969 -Loss: 0.0645 Validation Accuracy: 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-Loss: 0.0374 Validation Accuracy: 93.832200% Epoch 25, Batch 182017 -Loss: 0.0706 Validation Accuracy: 94.353741% Epoch 25, Batch 182145 -Loss: 0.1353 Validation Accuracy: 94.467120% Epoch 25, Batch 182273 -Loss: 0.0296 Validation Accuracy: 94.965986% Epoch 25, Batch 182401 -Loss: 0.0904 Validation Accuracy: 94.081633% Epoch 25, Batch 182529 -Loss: 0.0463 Validation Accuracy: 94.671202% Epoch 25, Batch 182657 -Loss: 0.0198 Validation Accuracy: 94.512472% Epoch 25, Batch 182785 -Loss: 0.0718 Validation Accuracy: 94.489796% Epoch 25, Batch 182913 -Loss: 0.0345 Validation Accuracy: 94.739229% Epoch 25, Batch 183041 -Loss: 0.3379 Validation Accuracy: 94.376417% Epoch 25, Batch 183169 -Loss: 0.0380 Validation Accuracy: 94.580499% Epoch 25, Batch 183297 -Loss: 0.0290 Validation Accuracy: 94.512472% Epoch 25, Batch 183425 -Loss: 0.0155 Validation Accuracy: 94.716553% Epoch 25, Batch 183553 -Loss: 0.0503 Validation Accuracy: 94.376417% Epoch 25, Batch 183681 -Loss: 0.0671 Validation Accuracy: 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-Loss: 0.0557 Validation Accuracy: 94.444444% Epoch 25, Batch 185729 -Loss: 0.0275 Validation Accuracy: 94.852608% Epoch 25, Batch 185857 -Loss: 0.0497 Validation Accuracy: 94.263039% Epoch 25, Batch 185985 -Loss: 0.0432 Validation Accuracy: 94.240363% Epoch 25, Batch 186113 -Loss: 0.0389 Validation Accuracy: 94.172336% Epoch 25, Batch 186241 -Loss: 0.0478 Validation Accuracy: 94.058957% Epoch 25, Batch 186369 -Loss: 0.0285 Validation Accuracy: 94.376417% Epoch 25, Batch 186497 -Loss: 0.0974 Validation Accuracy: 94.489796% Epoch 25, Batch 186625 -Loss: 0.0441 Validation Accuracy: 94.353741% Epoch 25, Batch 186753 -Loss: 0.0345 Validation Accuracy: 94.149660% Epoch 25, Batch 186881 -Loss: 0.0269 Validation Accuracy: 94.104308% Epoch 25, Batch 187009 -Loss: 0.0367 Validation Accuracy: 94.172336% Epoch 25, Batch 187137 -Loss: 0.0804 Validation Accuracy: 94.399093% Epoch 25, Batch 187265 -Loss: 0.0473 Validation Accuracy: 94.058957% Epoch 25, Batch 187393 -Loss: 0.0943 Validation Accuracy: 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-Loss: 0.1520 Validation Accuracy: 94.081633% Epoch 25, Batch 189441 -Loss: 0.0987 Validation Accuracy: 94.217687% Epoch 25, Batch 189569 -Loss: 0.1207 Validation Accuracy: 94.784580% Epoch 25, Batch 189697 -Loss: 0.1508 Validation Accuracy: 94.331066% Epoch 25, Batch 189825 -Loss: 0.0578 Validation Accuracy: 94.081633% Epoch 25, Batch 189953 -Loss: 0.0937 Validation Accuracy: 94.489796% Epoch 25, Batch 190081 -Loss: 0.1381 Validation Accuracy: 94.399093% Epoch 25, Batch 190209 -Loss: 0.0780 Validation Accuracy: 94.195011% Epoch 25, Batch 190337 -Loss: 0.0911 Validation Accuracy: 94.058957% Epoch 25, Batch 190465 -Loss: 0.0484 Validation Accuracy: 94.716553% Epoch 25, Batch 190593 -Loss: 0.1097 Validation Accuracy: 94.353742% Epoch 25, Batch 190721 -Loss: 0.0755 Validation Accuracy: 93.832200% Epoch 25, Batch 190849 -Loss: 0.1208 Validation Accuracy: 94.172336% Epoch 25, Batch 190977 -Loss: 0.0268 Validation Accuracy: 94.285714% Epoch 25, Batch 191105 -Loss: 0.1070 Validation Accuracy: 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-Loss: 0.0435 Validation Accuracy: 94.013605% Epoch 25, Batch 193153 -Loss: 0.0430 Validation Accuracy: 94.467120% Epoch 25, Batch 193281 -Loss: 0.0905 Validation Accuracy: 94.149660% Epoch 25, Batch 193409 -Loss: 0.0143 Validation Accuracy: 94.195011% Epoch 25, Batch 193537 -Loss: 0.0605 Validation Accuracy: 94.308390% Epoch 25, Batch 193665 -Loss: 0.0063 Validation Accuracy: 94.263039% Epoch 25, Batch 193793 -Loss: 0.0958 Validation Accuracy: 94.512472% Epoch 25, Batch 193921 -Loss: 0.1810 Validation Accuracy: 94.353741% Epoch 25, Batch 194049 -Loss: 0.0452 Validation Accuracy: 94.353742% Epoch 25, Batch 194177 -Loss: 0.1372 Validation Accuracy: 94.467120% Epoch 25, Batch 194305 -Loss: 0.0399 Validation Accuracy: 94.421769% Epoch 25, Batch 194433 -Loss: 0.0506 Validation Accuracy: 94.557823% Epoch 25, Batch 194561 -Loss: 0.0255 Validation Accuracy: 93.922902% Epoch 25, Batch 194689 -Loss: 0.0474 Validation Accuracy: 94.331066% Epoch 25, Batch 194817 -Loss: 0.0519 Validation Accuracy: 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-Loss: 0.0857 Validation Accuracy: 93.356009% Epoch 25, Batch 196865 -Loss: 0.0392 Validation Accuracy: 92.562358% Epoch 25, Batch 196993 -Loss: 0.0969 Validation Accuracy: 92.947846% Epoch 25, Batch 197121 -Loss: 0.0705 Validation Accuracy: 92.721088% Epoch 25, Batch 197249 -Loss: 0.0146 Validation Accuracy: 93.015873% Epoch 25, Batch 197377 -Loss: 0.0515 Validation Accuracy: 93.287982% Epoch 25, Batch 197505 -Loss: 0.0473 Validation Accuracy: 93.197279% Epoch 25, Batch 197633 -Loss: 0.1549 Validation Accuracy: 92.947846% Epoch 25, Batch 197761 -Loss: 0.1319 Validation Accuracy: 93.265306% Epoch 25, Batch 197889 -Loss: 0.0627 Validation Accuracy: 93.106576% Epoch 25, Batch 198017 -Loss: 0.0310 Validation Accuracy: 93.151927% Epoch 25, Batch 198145 -Loss: 0.1107 Validation Accuracy: 93.492064% Epoch 25, Batch 198273 -Loss: 0.0384 Validation Accuracy: 93.083900% Epoch 25, Batch 198401 -Loss: 0.0939 Validation Accuracy: 93.832200% Epoch 25, Batch 198529 -Loss: 0.0462 Validation Accuracy: 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-Loss: 0.0688 Validation Accuracy: 93.310658% Epoch 25, Batch 200577 -Loss: 0.0331 Validation Accuracy: 93.650794% Epoch 25, Batch 200705 -Loss: 0.0499 Validation Accuracy: 93.514739% Epoch 25, Batch 200833 -Loss: 0.0582 Validation Accuracy: 93.492063% Epoch 25, Batch 200961 -Loss: 0.0885 Validation Accuracy: 93.469388% Epoch 25, Batch 201089 -Loss: 0.0538 Validation Accuracy: 93.605442% Epoch 25, Batch 201217 -Loss: 0.0615 Validation Accuracy: 93.741497% Epoch 25, Batch 201345 -Loss: 0.0194 Validation Accuracy: 93.401361% Epoch 25, Batch 201473 -Loss: 0.0969 Validation Accuracy: 93.628118% Epoch 25, Batch 201601 -Loss: 0.1434 Validation Accuracy: 94.126984% Epoch 25, Batch 201729 -Loss: 0.0612 Validation Accuracy: 93.696145% Epoch 25, Batch 201857 -Loss: 0.0652 Validation Accuracy: 93.832200% Epoch 25, Batch 201985 -Loss: 0.0341 Validation Accuracy: 93.832200% Epoch 25, Batch 202113 -Loss: 0.0626 Validation Accuracy: 93.968254% Epoch 25, Batch 202241 -Loss: 0.0653 Validation Accuracy: 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-Loss: 0.1201 Validation Accuracy: 94.331066% Epoch 25, Batch 204289 -Loss: 0.0441 Validation Accuracy: 94.580499% Epoch 25, Batch 204417 -Loss: 0.0677 Validation Accuracy: 94.308390% Epoch 25, Batch 204545 -Loss: 0.0645 Validation Accuracy: 94.421769% Epoch 25, Batch 204673 -Loss: 0.0640 Validation Accuracy: 94.285714% Epoch 25, Batch 204801 -Loss: 0.0839 Validation Accuracy: 94.240363% Epoch 25, Batch 204929 -Loss: 0.0457 Validation Accuracy: 94.308390% Epoch 25, Batch 205057 -Loss: 0.0646 Validation Accuracy: 94.376417% Epoch 25, Batch 205185 -Loss: 0.1285 Validation Accuracy: 94.195011% Epoch 25, Batch 205313 -Loss: 0.0934 Validation Accuracy: 94.489796% Epoch 25, Batch 205441 -Loss: 0.1264 Validation Accuracy: 94.399093% Epoch 25, Batch 205569 -Loss: 0.0280 Validation Accuracy: 94.195011% Epoch 25, Batch 205697 -Loss: 0.1087 Validation Accuracy: 94.603175% Epoch 25, Batch 205825 -Loss: 0.0201 Validation Accuracy: 94.648526% Epoch 25, Batch 205953 -Loss: 0.1245 Validation Accuracy: 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Validation Accuracy: 94.240363% Epoch 26, Batch 16129 -Loss: 0.0333 Validation Accuracy: 93.990930% Epoch 26, Batch 16257 -Loss: 0.1112 Validation Accuracy: 93.854875% Epoch 26, Batch 16385 -Loss: 0.0179 Validation Accuracy: 93.696145% Epoch 26, Batch 16513 -Loss: 0.0639 Validation Accuracy: 93.832200% Epoch 26, Batch 16641 -Loss: 0.0570 Validation Accuracy: 94.013605% Epoch 26, Batch 16769 -Loss: 0.0292 Validation Accuracy: 93.673469% Epoch 26, Batch 16897 -Loss: 0.0649 Validation Accuracy: 93.968254% Epoch 26, Batch 17025 -Loss: 0.0628 Validation Accuracy: 94.149660% Epoch 26, Batch 17153 -Loss: 0.0413 Validation Accuracy: 94.149660% Epoch 26, Batch 17281 -Loss: 0.0543 Validation Accuracy: 94.353742% Epoch 26, Batch 17409 -Loss: 0.0177 Validation Accuracy: 94.331066% Epoch 26, Batch 17537 -Loss: 0.0494 Validation Accuracy: 94.217687% Epoch 26, Batch 17665 -Loss: 0.0695 Validation Accuracy: 94.013605% Epoch 26, Batch 17793 -Loss: 0.0676 Validation Accuracy: 94.557823% Epoch 26, Batch 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Validation Accuracy: 94.058957% Epoch 26, Batch 21761 -Loss: 0.0392 Validation Accuracy: 94.648526% Epoch 26, Batch 21889 -Loss: 0.0780 Validation Accuracy: 94.444444% Epoch 26, Batch 22017 -Loss: 0.0631 Validation Accuracy: 94.104308% Epoch 26, Batch 22145 -Loss: 0.0468 Validation Accuracy: 93.945578% Epoch 26, Batch 22273 -Loss: 0.0247 Validation Accuracy: 94.285714% Epoch 26, Batch 22401 -Loss: 0.0484 Validation Accuracy: 94.217687% Epoch 26, Batch 22529 -Loss: 0.0241 Validation Accuracy: 94.172336% Epoch 26, Batch 22657 -Loss: 0.0856 Validation Accuracy: 93.922902% Epoch 26, Batch 22785 -Loss: 0.1528 Validation Accuracy: 94.285714% Epoch 26, Batch 22913 -Loss: 0.1310 Validation Accuracy: 93.968254% Epoch 26, Batch 23041 -Loss: 0.0342 Validation Accuracy: 93.922902% Epoch 26, Batch 23169 -Loss: 0.0306 Validation Accuracy: 93.809524% Epoch 26, Batch 23297 -Loss: 0.0601 Validation Accuracy: 94.240363% Epoch 26, Batch 23425 -Loss: 0.0281 Validation Accuracy: 93.968254% Epoch 26, Batch 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Validation Accuracy: 94.671202% Epoch 26, Batch 27393 -Loss: 0.1165 Validation Accuracy: 94.784581% Epoch 26, Batch 27521 -Loss: 0.0633 Validation Accuracy: 93.786848% Epoch 26, Batch 27649 -Loss: 0.0868 Validation Accuracy: 94.376417% Epoch 26, Batch 27777 -Loss: 0.0405 Validation Accuracy: 94.399093% Epoch 26, Batch 27905 -Loss: 0.1002 Validation Accuracy: 94.580499% Epoch 26, Batch 28033 -Loss: 0.1155 Validation Accuracy: 94.353742% Epoch 26, Batch 28161 -Loss: 0.0638 Validation Accuracy: 94.603175% Epoch 26, Batch 28289 -Loss: 0.0482 Validation Accuracy: 94.195011% Epoch 26, Batch 28417 -Loss: 0.1406 Validation Accuracy: 94.308390% Epoch 26, Batch 28545 -Loss: 0.0358 Validation Accuracy: 93.832200% Epoch 26, Batch 28673 -Loss: 0.0799 Validation Accuracy: 94.217687% Epoch 26, Batch 28801 -Loss: 0.0712 Validation Accuracy: 94.126984% Epoch 26, Batch 28929 -Loss: 0.0772 Validation Accuracy: 94.195011% Epoch 26, Batch 29057 -Loss: 0.0596 Validation Accuracy: 94.580499% Epoch 26, Batch 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Validation Accuracy: 94.512472% Epoch 26, Batch 33025 -Loss: 0.0335 Validation Accuracy: 94.172336% Epoch 26, Batch 33153 -Loss: 0.1084 Validation Accuracy: 94.399093% Epoch 26, Batch 33281 -Loss: 0.0756 Validation Accuracy: 94.036281% Epoch 26, Batch 33409 -Loss: 0.0713 Validation Accuracy: 94.081633% Epoch 26, Batch 33537 -Loss: 0.0894 Validation Accuracy: 94.081633% Epoch 26, Batch 33665 -Loss: 0.0117 Validation Accuracy: 94.444444% Epoch 26, Batch 33793 -Loss: 0.0940 Validation Accuracy: 94.285714% Epoch 26, Batch 33921 -Loss: 0.0906 Validation Accuracy: 94.263039% Epoch 26, Batch 34049 -Loss: 0.0871 Validation Accuracy: 94.444444% Epoch 26, Batch 34177 -Loss: 0.0862 Validation Accuracy: 94.671202% Epoch 26, Batch 34305 -Loss: 0.0671 Validation Accuracy: 94.444444% Epoch 26, Batch 34433 -Loss: 0.0860 Validation Accuracy: 94.353741% Epoch 26, Batch 34561 -Loss: 0.0601 Validation Accuracy: 94.195011% Epoch 26, Batch 34689 -Loss: 0.0796 Validation Accuracy: 94.240363% Epoch 26, Batch 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Validation Accuracy: 94.172336% Epoch 26, Batch 38657 -Loss: 0.0752 Validation Accuracy: 94.263039% Epoch 26, Batch 38785 -Loss: 0.1070 Validation Accuracy: 94.535147% Epoch 26, Batch 38913 -Loss: 0.0855 Validation Accuracy: 94.149660% Epoch 26, Batch 39041 -Loss: 0.0483 Validation Accuracy: 93.854875% Epoch 26, Batch 39169 -Loss: 0.0605 Validation Accuracy: 94.331066% Epoch 26, Batch 39297 -Loss: 0.0521 Validation Accuracy: 93.854875% Epoch 26, Batch 39425 -Loss: 0.0285 Validation Accuracy: 94.625850% Epoch 26, Batch 39553 -Loss: 0.0468 Validation Accuracy: 94.648526% Epoch 26, Batch 39681 -Loss: 0.0636 Validation Accuracy: 94.625850% Epoch 26, Batch 39809 -Loss: 0.0465 Validation Accuracy: 94.308390% Epoch 26, Batch 39937 -Loss: 0.0768 Validation Accuracy: 94.421769% Epoch 26, Batch 40065 -Loss: 0.0165 Validation Accuracy: 94.512472% Epoch 26, Batch 40193 -Loss: 0.0977 Validation Accuracy: 94.580499% Epoch 26, Batch 40321 -Loss: 0.0396 Validation Accuracy: 94.693878% Epoch 26, Batch 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Validation Accuracy: 94.126984% Epoch 26, Batch 44289 -Loss: 0.0407 Validation Accuracy: 94.285714% Epoch 26, Batch 44417 -Loss: 0.0277 Validation Accuracy: 94.421769% Epoch 26, Batch 44545 -Loss: 0.0384 Validation Accuracy: 94.467120% Epoch 26, Batch 44673 -Loss: 0.0648 Validation Accuracy: 94.399093% Epoch 26, Batch 44801 -Loss: 0.0767 Validation Accuracy: 94.104308% Epoch 26, Batch 44929 -Loss: 0.0383 Validation Accuracy: 93.741497% Epoch 26, Batch 45057 -Loss: 0.1171 Validation Accuracy: 93.673469% Epoch 26, Batch 45185 -Loss: 0.0309 Validation Accuracy: 93.809524% Epoch 26, Batch 45313 -Loss: 0.0291 Validation Accuracy: 93.628118% Epoch 26, Batch 45441 -Loss: 0.1353 Validation Accuracy: 93.832200% Epoch 26, Batch 45569 -Loss: 0.0898 Validation Accuracy: 94.081633% Epoch 26, Batch 45697 -Loss: 0.0262 Validation Accuracy: 94.126984% Epoch 26, Batch 45825 -Loss: 0.0373 Validation Accuracy: 94.444444% Epoch 26, Batch 45953 -Loss: 0.1019 Validation Accuracy: 94.081633% Epoch 26, Batch 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Validation Accuracy: 94.421769% Epoch 26, Batch 49921 -Loss: 0.0578 Validation Accuracy: 94.172336% Epoch 26, Batch 50049 -Loss: 0.0728 Validation Accuracy: 94.104308% Epoch 26, Batch 50177 -Loss: 0.0294 Validation Accuracy: 94.489796% Epoch 26, Batch 50305 -Loss: 0.0466 Validation Accuracy: 94.376417% Epoch 26, Batch 50433 -Loss: 0.0370 Validation Accuracy: 94.535147% Epoch 26, Batch 50561 -Loss: 0.1439 Validation Accuracy: 93.990930% Epoch 26, Batch 50689 -Loss: 0.0294 Validation Accuracy: 94.580499% Epoch 26, Batch 50817 -Loss: 0.0663 Validation Accuracy: 94.739229% Epoch 26, Batch 50945 -Loss: 0.1092 Validation Accuracy: 94.376417% Epoch 26, Batch 51073 -Loss: 0.0443 Validation Accuracy: 94.467120% Epoch 26, Batch 51201 -Loss: 0.0533 Validation Accuracy: 94.195011% Epoch 26, Batch 51329 -Loss: 0.0795 Validation Accuracy: 94.648526% Epoch 26, Batch 51457 -Loss: 0.0122 Validation Accuracy: 94.512472% Epoch 26, Batch 51585 -Loss: 0.1272 Validation Accuracy: 94.172336% Epoch 26, Batch 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Validation Accuracy: 94.625850% Epoch 26, Batch 55553 -Loss: 0.0302 Validation Accuracy: 94.557823% Epoch 26, Batch 55681 -Loss: 0.0659 Validation Accuracy: 94.580499% Epoch 26, Batch 55809 -Loss: 0.0498 Validation Accuracy: 94.625850% Epoch 26, Batch 55937 -Loss: 0.0517 Validation Accuracy: 94.603175% Epoch 26, Batch 56065 -Loss: 0.0346 Validation Accuracy: 94.739229% Epoch 26, Batch 56193 -Loss: 0.0379 Validation Accuracy: 94.807256% Epoch 26, Batch 56321 -Loss: 0.0804 Validation Accuracy: 94.353742% Epoch 26, Batch 56449 -Loss: 0.1313 Validation Accuracy: 94.489796% Epoch 26, Batch 56577 -Loss: 0.1033 Validation Accuracy: 94.829932% Epoch 26, Batch 56705 -Loss: 0.0164 Validation Accuracy: 94.897959% Epoch 26, Batch 56833 -Loss: 0.1167 Validation Accuracy: 94.421769% Epoch 26, Batch 56961 -Loss: 0.0318 Validation Accuracy: 94.829932% Epoch 26, Batch 57089 -Loss: 0.1666 Validation Accuracy: 94.761905% Epoch 26, Batch 57217 -Loss: 0.0567 Validation Accuracy: 94.716553% Epoch 26, Batch 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Validation Accuracy: 94.285714% Epoch 26, Batch 61185 -Loss: 0.0182 Validation Accuracy: 94.807256% Epoch 26, Batch 61313 -Loss: 0.0379 Validation Accuracy: 94.467120% Epoch 26, Batch 61441 -Loss: 0.0297 Validation Accuracy: 94.331066% Epoch 26, Batch 61569 -Loss: 0.0821 Validation Accuracy: 94.512472% Epoch 26, Batch 61697 -Loss: 0.0548 Validation Accuracy: 94.331066% Epoch 26, Batch 61825 -Loss: 0.0103 Validation Accuracy: 94.625850% Epoch 26, Batch 61953 -Loss: 0.0633 Validation Accuracy: 94.852608% Epoch 26, Batch 62081 -Loss: 0.0634 Validation Accuracy: 94.920635% Epoch 26, Batch 62209 -Loss: 0.0843 Validation Accuracy: 94.988662% Epoch 26, Batch 62337 -Loss: 0.0590 Validation Accuracy: 94.580499% Epoch 26, Batch 62465 -Loss: 0.0435 Validation Accuracy: 94.739229% Epoch 26, Batch 62593 -Loss: 0.0156 Validation Accuracy: 94.739229% Epoch 26, Batch 62721 -Loss: 0.0388 Validation Accuracy: 94.557823% Epoch 26, Batch 62849 -Loss: 0.1356 Validation Accuracy: 94.965986% Epoch 26, Batch 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Validation Accuracy: 93.877551% Epoch 26, Batch 66817 -Loss: 0.0533 Validation Accuracy: 94.512472% Epoch 26, Batch 66945 -Loss: 0.0164 Validation Accuracy: 94.603175% Epoch 26, Batch 67073 -Loss: 0.0718 Validation Accuracy: 94.195011% Epoch 26, Batch 67201 -Loss: 0.0336 Validation Accuracy: 94.308390% Epoch 26, Batch 67329 -Loss: 0.0416 Validation Accuracy: 94.376417% Epoch 26, Batch 67457 -Loss: 0.0159 Validation Accuracy: 94.535147% Epoch 26, Batch 67585 -Loss: 0.0623 Validation Accuracy: 94.195011% Epoch 26, Batch 67713 -Loss: 0.0501 Validation Accuracy: 94.331066% Epoch 26, Batch 67841 -Loss: 0.0236 Validation Accuracy: 94.195011% Epoch 26, Batch 67969 -Loss: 0.0340 Validation Accuracy: 93.990930% Epoch 26, Batch 68097 -Loss: 0.0293 Validation Accuracy: 93.990930% Epoch 26, Batch 68225 -Loss: 0.0400 Validation Accuracy: 94.693878% Epoch 26, Batch 68353 -Loss: 0.0344 Validation Accuracy: 94.331066% Epoch 26, Batch 68481 -Loss: 0.0332 Validation Accuracy: 94.036281% Epoch 26, Batch 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Validation Accuracy: 93.945578% Epoch 26, Batch 72449 -Loss: 0.1365 Validation Accuracy: 94.104308% Epoch 26, Batch 72577 -Loss: 0.0990 Validation Accuracy: 94.353742% Epoch 26, Batch 72705 -Loss: 0.0108 Validation Accuracy: 94.308390% Epoch 26, Batch 72833 -Loss: 0.0381 Validation Accuracy: 93.900227% Epoch 26, Batch 72961 -Loss: 0.0397 Validation Accuracy: 94.172336% Epoch 26, Batch 73089 -Loss: 0.0477 Validation Accuracy: 94.263039% Epoch 26, Batch 73217 -Loss: 0.0371 Validation Accuracy: 93.764172% Epoch 26, Batch 73345 -Loss: 0.0572 Validation Accuracy: 94.036281% Epoch 26, Batch 73473 -Loss: 0.0377 Validation Accuracy: 93.832200% Epoch 26, Batch 73601 -Loss: 0.0836 Validation Accuracy: 93.922903% Epoch 26, Batch 73729 -Loss: 0.0272 Validation Accuracy: 94.013605% Epoch 26, Batch 73857 -Loss: 0.0538 Validation Accuracy: 93.877551% Epoch 26, Batch 73985 -Loss: 0.0311 Validation Accuracy: 94.058957% Epoch 26, Batch 74113 -Loss: 0.1855 Validation Accuracy: 93.741497% Epoch 26, Batch 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Validation Accuracy: 93.673469% Epoch 26, Batch 78081 -Loss: 0.0741 Validation Accuracy: 94.036281% Epoch 26, Batch 78209 -Loss: 0.0501 Validation Accuracy: 93.650794% Epoch 26, Batch 78337 -Loss: 0.1866 Validation Accuracy: 93.945578% Epoch 26, Batch 78465 -Loss: 0.0611 Validation Accuracy: 93.696145% Epoch 26, Batch 78593 -Loss: 0.0315 Validation Accuracy: 94.149660% Epoch 26, Batch 78721 -Loss: 0.0173 Validation Accuracy: 93.741497% Epoch 26, Batch 78849 -Loss: 0.0127 Validation Accuracy: 94.013605% Epoch 26, Batch 78977 -Loss: 0.0503 Validation Accuracy: 93.854875% Epoch 26, Batch 79105 -Loss: 0.0317 Validation Accuracy: 93.764172% Epoch 26, Batch 79233 -Loss: 0.0990 Validation Accuracy: 94.376417% Epoch 26, Batch 79361 -Loss: 0.0187 Validation Accuracy: 93.560091% Epoch 26, Batch 79489 -Loss: 0.0341 Validation Accuracy: 93.854875% Epoch 26, Batch 79617 -Loss: 0.0690 Validation Accuracy: 93.718821% Epoch 26, Batch 79745 -Loss: 0.1296 Validation Accuracy: 93.650794% Epoch 26, Batch 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Validation Accuracy: 94.693878% Epoch 26, Batch 83713 -Loss: 0.1458 Validation Accuracy: 94.535147% Epoch 26, Batch 83841 -Loss: 0.0825 Validation Accuracy: 94.126984% Epoch 26, Batch 83969 -Loss: 0.0837 Validation Accuracy: 94.240363% Epoch 26, Batch 84097 -Loss: 0.1056 Validation Accuracy: 93.968254% Epoch 26, Batch 84225 -Loss: 0.0381 Validation Accuracy: 93.764172% Epoch 26, Batch 84353 -Loss: 0.0973 Validation Accuracy: 93.764172% Epoch 26, Batch 84481 -Loss: 0.0470 Validation Accuracy: 93.945578% Epoch 26, Batch 84609 -Loss: 0.0448 Validation Accuracy: 93.809524% Epoch 26, Batch 84737 -Loss: 0.0630 Validation Accuracy: 94.036281% Epoch 26, Batch 84865 -Loss: 0.0627 Validation Accuracy: 94.104308% Epoch 26, Batch 84993 -Loss: 0.0729 Validation Accuracy: 93.854875% Epoch 26, Batch 85121 -Loss: 0.1477 Validation Accuracy: 93.786848% Epoch 26, Batch 85249 -Loss: 0.1732 Validation Accuracy: 93.605442% Epoch 26, Batch 85377 -Loss: 0.1688 Validation Accuracy: 94.263039% Epoch 26, Batch 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Validation Accuracy: 93.945578% Epoch 26, Batch 89345 -Loss: 0.0421 Validation Accuracy: 93.900227% Epoch 26, Batch 89473 -Loss: 0.0787 Validation Accuracy: 94.240363% Epoch 26, Batch 89601 -Loss: 0.0375 Validation Accuracy: 93.832200% Epoch 26, Batch 89729 -Loss: 0.0450 Validation Accuracy: 94.399093% Epoch 26, Batch 89857 -Loss: 0.0315 Validation Accuracy: 94.036281% Epoch 26, Batch 89985 -Loss: 0.1388 Validation Accuracy: 93.514739% Epoch 26, Batch 90113 -Loss: 0.0721 Validation Accuracy: 94.036281% Epoch 26, Batch 90241 -Loss: 0.0205 Validation Accuracy: 94.217687% Epoch 26, Batch 90369 -Loss: 0.0199 Validation Accuracy: 94.308390% Epoch 26, Batch 90497 -Loss: 0.0203 Validation Accuracy: 93.718821% Epoch 26, Batch 90625 -Loss: 0.0335 Validation Accuracy: 94.421769% Epoch 26, Batch 90753 -Loss: 0.0801 Validation Accuracy: 94.195011% Epoch 26, Batch 90881 -Loss: 0.0416 Validation Accuracy: 94.149660% Epoch 26, Batch 91009 -Loss: 0.0646 Validation Accuracy: 94.376417% Epoch 26, Batch 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Validation Accuracy: 93.514739% Epoch 26, Batch 94977 -Loss: 0.0820 Validation Accuracy: 93.673469% Epoch 26, Batch 95105 -Loss: 0.0750 Validation Accuracy: 94.285714% Epoch 26, Batch 95233 -Loss: 0.0838 Validation Accuracy: 93.786848% Epoch 26, Batch 95361 -Loss: 0.0408 Validation Accuracy: 93.696145% Epoch 26, Batch 95489 -Loss: 0.0361 Validation Accuracy: 93.605442% Epoch 26, Batch 95617 -Loss: 0.0424 Validation Accuracy: 94.013605% Epoch 26, Batch 95745 -Loss: 0.0814 Validation Accuracy: 93.537415% Epoch 26, Batch 95873 -Loss: 0.0237 Validation Accuracy: 94.058957% Epoch 26, Batch 96001 -Loss: 0.0442 Validation Accuracy: 93.832200% Epoch 26, Batch 96129 -Loss: 0.0996 Validation Accuracy: 94.421769% Epoch 26, Batch 96257 -Loss: 0.0587 Validation Accuracy: 94.489796% Epoch 26, Batch 96385 -Loss: 0.0503 Validation Accuracy: 94.263039% Epoch 26, Batch 96513 -Loss: 0.1132 Validation Accuracy: 93.922902% Epoch 26, Batch 96641 -Loss: 0.0372 Validation Accuracy: 94.467120% Epoch 26, Batch 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-Loss: 0.0584 Validation Accuracy: 93.786848% Epoch 26, Batch 104321 -Loss: 0.0569 Validation Accuracy: 94.126984% Epoch 26, Batch 104449 -Loss: 0.0583 Validation Accuracy: 93.582766% Epoch 26, Batch 104577 -Loss: 0.1202 Validation Accuracy: 94.104308% Epoch 26, Batch 104705 -Loss: 0.0269 Validation Accuracy: 94.353742% Epoch 26, Batch 104833 -Loss: 0.0263 Validation Accuracy: 94.217687% Epoch 26, Batch 104961 -Loss: 0.0728 Validation Accuracy: 94.058957% Epoch 26, Batch 105089 -Loss: 0.0694 Validation Accuracy: 94.149660% Epoch 26, Batch 105217 -Loss: 0.0300 Validation Accuracy: 94.353742% Epoch 26, Batch 105345 -Loss: 0.0772 Validation Accuracy: 93.877551% Epoch 26, Batch 105473 -Loss: 0.0540 Validation Accuracy: 93.877551% Epoch 26, Batch 105601 -Loss: 0.1809 Validation Accuracy: 94.240363% Epoch 26, Batch 105729 -Loss: 0.0264 Validation Accuracy: 94.467120% Epoch 26, Batch 105857 -Loss: 0.0985 Validation Accuracy: 93.718821% Epoch 26, Batch 105985 -Loss: 0.0569 Validation Accuracy: 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-Loss: 0.0540 Validation Accuracy: 94.195011% Epoch 26, Batch 108033 -Loss: 0.0346 Validation Accuracy: 94.104308% Epoch 26, Batch 108161 -Loss: 0.0437 Validation Accuracy: 94.308390% Epoch 26, Batch 108289 -Loss: 0.1127 Validation Accuracy: 94.512472% Epoch 26, Batch 108417 -Loss: 0.0918 Validation Accuracy: 94.217687% Epoch 26, Batch 108545 -Loss: 0.0152 Validation Accuracy: 94.308390% Epoch 26, Batch 108673 -Loss: 0.1137 Validation Accuracy: 94.467120% Epoch 26, Batch 108801 -Loss: 0.0244 Validation Accuracy: 94.308390% Epoch 26, Batch 108929 -Loss: 0.0675 Validation Accuracy: 94.399093% Epoch 26, Batch 109057 -Loss: 0.1566 Validation Accuracy: 94.308390% Epoch 26, Batch 109185 -Loss: 0.0848 Validation Accuracy: 94.535147% Epoch 26, Batch 109313 -Loss: 0.0849 Validation Accuracy: 94.195011% Epoch 26, Batch 109441 -Loss: 0.1145 Validation Accuracy: 94.693878% Epoch 26, Batch 109569 -Loss: 0.0132 Validation Accuracy: 94.376417% Epoch 26, Batch 109697 -Loss: 0.0768 Validation Accuracy: 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-Loss: 0.1314 Validation Accuracy: 94.625850% Epoch 26, Batch 111745 -Loss: 0.0665 Validation Accuracy: 94.421769% Epoch 26, Batch 111873 -Loss: 0.0316 Validation Accuracy: 94.875283% Epoch 26, Batch 112001 -Loss: 0.0384 Validation Accuracy: 94.829932% Epoch 26, Batch 112129 -Loss: 0.0419 Validation Accuracy: 94.104308% Epoch 26, Batch 112257 -Loss: 0.0717 Validation Accuracy: 94.444444% Epoch 26, Batch 112385 -Loss: 0.0450 Validation Accuracy: 94.557823% Epoch 26, Batch 112513 -Loss: 0.0191 Validation Accuracy: 94.195011% Epoch 26, Batch 112641 -Loss: 0.0156 Validation Accuracy: 94.172336% Epoch 26, Batch 112769 -Loss: 0.1492 Validation Accuracy: 94.580499% Epoch 26, Batch 112897 -Loss: 0.1744 Validation Accuracy: 94.104308% Epoch 26, Batch 113025 -Loss: 0.1579 Validation Accuracy: 94.308390% Epoch 26, Batch 113153 -Loss: 0.0241 Validation Accuracy: 94.512472% Epoch 26, Batch 113281 -Loss: 0.0167 Validation Accuracy: 94.557823% Epoch 26, Batch 113409 -Loss: 0.0762 Validation Accuracy: 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-Loss: 0.0165 Validation Accuracy: 93.741497% Epoch 26, Batch 115457 -Loss: 0.0293 Validation Accuracy: 94.013605% Epoch 26, Batch 115585 -Loss: 0.0374 Validation Accuracy: 93.832200% Epoch 26, Batch 115713 -Loss: 0.1232 Validation Accuracy: 93.741497% Epoch 26, Batch 115841 -Loss: 0.0493 Validation Accuracy: 93.287982% Epoch 26, Batch 115969 -Loss: 0.1394 Validation Accuracy: 93.809524% Epoch 26, Batch 116097 -Loss: 0.1130 Validation Accuracy: 93.809524% Epoch 26, Batch 116225 -Loss: 0.0214 Validation Accuracy: 93.741497% Epoch 26, Batch 116353 -Loss: 0.0816 Validation Accuracy: 93.718821% Epoch 26, Batch 116481 -Loss: 0.0263 Validation Accuracy: 93.492063% Epoch 26, Batch 116609 -Loss: 0.0681 Validation Accuracy: 94.013605% Epoch 26, Batch 116737 -Loss: 0.0573 Validation Accuracy: 93.968254% Epoch 26, Batch 116865 -Loss: 0.0492 Validation Accuracy: 93.968254% Epoch 26, Batch 116993 -Loss: 0.0240 Validation Accuracy: 93.809524% Epoch 26, Batch 117121 -Loss: 0.1597 Validation Accuracy: 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-Loss: 0.1772 Validation Accuracy: 94.195011% Epoch 26, Batch 119169 -Loss: 0.0206 Validation Accuracy: 93.560091% Epoch 26, Batch 119297 -Loss: 0.0339 Validation Accuracy: 94.036281% Epoch 26, Batch 119425 -Loss: 0.2163 Validation Accuracy: 94.013605% Epoch 26, Batch 119553 -Loss: 0.0859 Validation Accuracy: 93.650794% Epoch 26, Batch 119681 -Loss: 0.0684 Validation Accuracy: 93.492064% Epoch 26, Batch 119809 -Loss: 0.1372 Validation Accuracy: 93.378685% Epoch 26, Batch 119937 -Loss: 0.0473 Validation Accuracy: 93.650794% Epoch 26, Batch 120065 -Loss: 0.0421 Validation Accuracy: 93.650794% Epoch 26, Batch 120193 -Loss: 0.0357 Validation Accuracy: 93.560091% Epoch 26, Batch 120321 -Loss: 0.0574 Validation Accuracy: 93.287982% Epoch 26, Batch 120449 -Loss: 0.0473 Validation Accuracy: 93.446712% Epoch 26, Batch 120577 -Loss: 0.0650 Validation Accuracy: 93.514739% Epoch 26, Batch 120705 -Loss: 0.0842 Validation Accuracy: 93.628118% Epoch 26, Batch 120833 -Loss: 0.1333 Validation Accuracy: 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-Loss: 0.1340 Validation Accuracy: 93.582766% Epoch 26, Batch 122881 -Loss: 0.1218 Validation Accuracy: 94.353742% Epoch 26, Batch 123009 -Loss: 0.0364 Validation Accuracy: 94.376417% Epoch 26, Batch 123137 -Loss: 0.0638 Validation Accuracy: 93.582766% Epoch 26, Batch 123265 -Loss: 0.0441 Validation Accuracy: 94.126984% Epoch 26, Batch 123393 -Loss: 0.0545 Validation Accuracy: 93.673469% Epoch 26, Batch 123521 -Loss: 0.0892 Validation Accuracy: 93.945578% Epoch 26, Batch 123649 -Loss: 0.0322 Validation Accuracy: 93.764172% Epoch 26, Batch 123777 -Loss: 0.0762 Validation Accuracy: 93.854875% Epoch 26, Batch 123905 -Loss: 0.1202 Validation Accuracy: 94.058957% Epoch 26, Batch 124033 -Loss: 0.0345 Validation Accuracy: 93.900227% Epoch 26, Batch 124161 -Loss: 0.0780 Validation Accuracy: 93.945578% Epoch 26, Batch 124289 -Loss: 0.0162 Validation Accuracy: 94.126984% Epoch 26, Batch 124417 -Loss: 0.1192 Validation Accuracy: 93.809524% Epoch 26, Batch 124545 -Loss: 0.0499 Validation Accuracy: 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-Loss: 0.0120 Validation Accuracy: 93.446712% Epoch 26, Batch 126593 -Loss: 0.1125 Validation Accuracy: 93.560091% Epoch 26, Batch 126721 -Loss: 0.1134 Validation Accuracy: 93.696145% Epoch 26, Batch 126849 -Loss: 0.1233 Validation Accuracy: 93.582766% Epoch 26, Batch 126977 -Loss: 0.0590 Validation Accuracy: 93.560091% Epoch 26, Batch 127105 -Loss: 0.0570 Validation Accuracy: 94.013605% Epoch 26, Batch 127233 -Loss: 0.0488 Validation Accuracy: 94.263039% Epoch 26, Batch 127361 -Loss: 0.0473 Validation Accuracy: 93.741497% Epoch 26, Batch 127489 -Loss: 0.0808 Validation Accuracy: 94.263039% Epoch 26, Batch 127617 -Loss: 0.0718 Validation Accuracy: 94.467120% Epoch 26, Batch 127745 -Loss: 0.0133 Validation Accuracy: 94.081633% Epoch 26, Batch 127873 -Loss: 0.0725 Validation Accuracy: 94.126984% Epoch 26, Batch 128001 -Loss: 0.0522 Validation Accuracy: 94.081633% Epoch 26, Batch 128129 -Loss: 0.0927 Validation Accuracy: 94.195011% Epoch 26, Batch 128257 -Loss: 0.0494 Validation Accuracy: 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-Loss: 0.0121 Validation Accuracy: 94.308390% Epoch 26, Batch 130305 -Loss: 0.0717 Validation Accuracy: 94.625850% Epoch 26, Batch 130433 -Loss: 0.0527 Validation Accuracy: 94.580499% Epoch 26, Batch 130561 -Loss: 0.0870 Validation Accuracy: 94.331066% Epoch 26, Batch 130689 -Loss: 0.0581 Validation Accuracy: 94.784581% Epoch 26, Batch 130817 -Loss: 0.0925 Validation Accuracy: 94.603175% Epoch 26, Batch 130945 -Loss: 0.0571 Validation Accuracy: 94.421769% Epoch 26, Batch 131073 -Loss: 0.0828 Validation Accuracy: 94.353741% Epoch 26, Batch 131201 -Loss: 0.0826 Validation Accuracy: 93.877551% Epoch 26, Batch 131329 -Loss: 0.1351 Validation Accuracy: 94.693878% Epoch 26, Batch 131457 -Loss: 0.0605 Validation Accuracy: 94.104308% Epoch 26, Batch 131585 -Loss: 0.1727 Validation Accuracy: 94.285714% Epoch 26, Batch 131713 -Loss: 0.1500 Validation Accuracy: 93.922902% Epoch 26, Batch 131841 -Loss: 0.1019 Validation Accuracy: 94.195011% Epoch 26, Batch 131969 -Loss: 0.1342 Validation Accuracy: 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-Loss: 0.0187 Validation Accuracy: 94.399093% Epoch 26, Batch 134017 -Loss: 0.0178 Validation Accuracy: 94.784581% Epoch 26, Batch 134145 -Loss: 0.0414 Validation Accuracy: 94.217687% Epoch 26, Batch 134273 -Loss: 0.0290 Validation Accuracy: 94.444444% Epoch 26, Batch 134401 -Loss: 0.1062 Validation Accuracy: 94.308390% Epoch 26, Batch 134529 -Loss: 0.0836 Validation Accuracy: 94.195011% Epoch 26, Batch 134657 -Loss: 0.0382 Validation Accuracy: 94.172336% Epoch 26, Batch 134785 -Loss: 0.1143 Validation Accuracy: 94.421769% Epoch 26, Batch 134913 -Loss: 0.1097 Validation Accuracy: 93.900227% Epoch 26, Batch 135041 -Loss: 0.0242 Validation Accuracy: 94.331066% Epoch 26, Batch 135169 -Loss: 0.0486 Validation Accuracy: 94.489796% Epoch 26, Batch 135297 -Loss: 0.0271 Validation Accuracy: 94.013605% Epoch 26, Batch 135425 -Loss: 0.0601 Validation Accuracy: 94.444444% Epoch 26, Batch 135553 -Loss: 0.1105 Validation Accuracy: 94.399093% Epoch 26, Batch 135681 -Loss: 0.0474 Validation Accuracy: 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-Loss: 0.0612 Validation Accuracy: 94.217687% Epoch 26, Batch 137729 -Loss: 0.0363 Validation Accuracy: 94.263039% Epoch 26, Batch 137857 -Loss: 0.1137 Validation Accuracy: 94.172336% Epoch 26, Batch 137985 -Loss: 0.0969 Validation Accuracy: 94.195011% Epoch 26, Batch 138113 -Loss: 0.0330 Validation Accuracy: 94.195011% Epoch 26, Batch 138241 -Loss: 0.1182 Validation Accuracy: 94.716553% Epoch 26, Batch 138369 -Loss: 0.0673 Validation Accuracy: 94.648526% Epoch 26, Batch 138497 -Loss: 0.0606 Validation Accuracy: 94.829932% Epoch 26, Batch 138625 -Loss: 0.0388 Validation Accuracy: 94.761905% Epoch 26, Batch 138753 -Loss: 0.0450 Validation Accuracy: 94.104308% Epoch 26, Batch 138881 -Loss: 0.0160 Validation Accuracy: 94.603175% Epoch 26, Batch 139009 -Loss: 0.1030 Validation Accuracy: 94.965986% Epoch 26, Batch 139137 -Loss: 0.1275 Validation Accuracy: 94.671202% Epoch 26, Batch 139265 -Loss: 0.0819 Validation Accuracy: 94.648526% Epoch 26, Batch 139393 -Loss: 0.0676 Validation Accuracy: 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-Loss: 0.0898 Validation Accuracy: 94.036281% Epoch 26, Batch 141441 -Loss: 0.0596 Validation Accuracy: 94.331066% Epoch 26, Batch 141569 -Loss: 0.0365 Validation Accuracy: 94.217687% Epoch 26, Batch 141697 -Loss: 0.1000 Validation Accuracy: 94.217687% Epoch 26, Batch 141825 -Loss: 0.0252 Validation Accuracy: 93.968254% Epoch 26, Batch 141953 -Loss: 0.0369 Validation Accuracy: 94.263039% Epoch 26, Batch 142081 -Loss: 0.0591 Validation Accuracy: 94.013605% Epoch 26, Batch 142209 -Loss: 0.1402 Validation Accuracy: 93.877551% Epoch 26, Batch 142337 -Loss: 0.0546 Validation Accuracy: 94.331066% Epoch 26, Batch 142465 -Loss: 0.0595 Validation Accuracy: 93.945578% Epoch 26, Batch 142593 -Loss: 0.0865 Validation Accuracy: 93.786848% Epoch 26, Batch 142721 -Loss: 0.0641 Validation Accuracy: 93.900227% Epoch 26, Batch 142849 -Loss: 0.0510 Validation Accuracy: 93.628118% Epoch 26, Batch 142977 -Loss: 0.0555 Validation Accuracy: 93.650794% Epoch 26, Batch 143105 -Loss: 0.0363 Validation Accuracy: 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-Loss: 0.0969 Validation Accuracy: 94.263039% Epoch 26, Batch 145153 -Loss: 0.0391 Validation Accuracy: 94.399093% Epoch 26, Batch 145281 -Loss: 0.0996 Validation Accuracy: 93.990930% Epoch 26, Batch 145409 -Loss: 0.1092 Validation Accuracy: 94.376417% Epoch 26, Batch 145537 -Loss: 0.0549 Validation Accuracy: 94.603175% Epoch 26, Batch 145665 -Loss: 0.1707 Validation Accuracy: 94.648526% Epoch 26, Batch 145793 -Loss: 0.0559 Validation Accuracy: 94.807256% Epoch 26, Batch 145921 -Loss: 0.1807 Validation Accuracy: 94.693878% Epoch 26, Batch 146049 -Loss: 0.0285 Validation Accuracy: 94.263039% Epoch 26, Batch 146177 -Loss: 0.0572 Validation Accuracy: 94.444444% Epoch 26, Batch 146305 -Loss: 0.0618 Validation Accuracy: 94.693878% Epoch 26, Batch 146433 -Loss: 0.0407 Validation Accuracy: 94.353741% Epoch 26, Batch 146561 -Loss: 0.1207 Validation Accuracy: 94.376417% Epoch 26, Batch 146689 -Loss: 0.0302 Validation Accuracy: 94.331066% Epoch 26, Batch 146817 -Loss: 0.0580 Validation Accuracy: 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-Loss: 0.0229 Validation Accuracy: 94.739229% Epoch 26, Batch 148865 -Loss: 0.0520 Validation Accuracy: 94.648526% Epoch 26, Batch 148993 -Loss: 0.0673 Validation Accuracy: 94.716553% Epoch 26, Batch 149121 -Loss: 0.0279 Validation Accuracy: 94.829932% Epoch 26, Batch 149249 -Loss: 0.0232 Validation Accuracy: 94.761905% Epoch 26, Batch 149377 -Loss: 0.0370 Validation Accuracy: 94.648526% Epoch 26, Batch 149505 -Loss: 0.0290 Validation Accuracy: 94.172336% Epoch 26, Batch 149633 -Loss: 0.1235 Validation Accuracy: 94.149660% Epoch 26, Batch 149761 -Loss: 0.1233 Validation Accuracy: 94.603175% Epoch 26, Batch 149889 -Loss: 0.0643 Validation Accuracy: 94.535147% Epoch 26, Batch 150017 -Loss: 0.0909 Validation Accuracy: 94.376417% Epoch 26, Batch 150145 -Loss: 0.0735 Validation Accuracy: 94.897959% Epoch 26, Batch 150273 -Loss: 0.0520 Validation Accuracy: 94.421769% Epoch 26, Batch 150401 -Loss: 0.0470 Validation Accuracy: 94.467120% Epoch 26, Batch 150529 -Loss: 0.0520 Validation Accuracy: 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-Loss: 0.0446 Validation Accuracy: 95.079365% Epoch 26, Batch 152577 -Loss: 0.0338 Validation Accuracy: 94.920635% Epoch 26, Batch 152705 -Loss: 0.0703 Validation Accuracy: 94.988662% Epoch 26, Batch 152833 -Loss: 0.0302 Validation Accuracy: 94.784581% Epoch 26, Batch 152961 -Loss: 0.0398 Validation Accuracy: 94.829932% Epoch 26, Batch 153089 -Loss: 0.0502 Validation Accuracy: 94.920635% Epoch 26, Batch 153217 -Loss: 0.0749 Validation Accuracy: 95.102041% Epoch 26, Batch 153345 -Loss: 0.0438 Validation Accuracy: 94.331066% Epoch 26, Batch 153473 -Loss: 0.0633 Validation Accuracy: 94.512472% Epoch 26, Batch 153601 -Loss: 0.0757 Validation Accuracy: 95.260771% Epoch 26, Batch 153729 -Loss: 0.0496 Validation Accuracy: 94.965986% Epoch 26, Batch 153857 -Loss: 0.0700 Validation Accuracy: 94.784581% Epoch 26, Batch 153985 -Loss: 0.0728 Validation Accuracy: 94.467120% Epoch 26, Batch 154113 -Loss: 0.0764 Validation Accuracy: 94.489796% Epoch 26, Batch 154241 -Loss: 0.0662 Validation Accuracy: 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-Loss: 0.0238 Validation Accuracy: 95.260771% Epoch 26, Batch 156289 -Loss: 0.0569 Validation Accuracy: 94.648526% Epoch 26, Batch 156417 -Loss: 0.0461 Validation Accuracy: 94.421769% Epoch 26, Batch 156545 -Loss: 0.1021 Validation Accuracy: 94.761905% Epoch 26, Batch 156673 -Loss: 0.0509 Validation Accuracy: 94.965986% Epoch 26, Batch 156801 -Loss: 0.0880 Validation Accuracy: 94.535147% Epoch 26, Batch 156929 -Loss: 0.0253 Validation Accuracy: 94.693878% Epoch 26, Batch 157057 -Loss: 0.0385 Validation Accuracy: 94.512472% Epoch 26, Batch 157185 -Loss: 0.1470 Validation Accuracy: 95.102041% Epoch 26, Batch 157313 -Loss: 0.0625 Validation Accuracy: 94.716553% Epoch 26, Batch 157441 -Loss: 0.0189 Validation Accuracy: 94.671202% Epoch 26, Batch 157569 -Loss: 0.0360 Validation Accuracy: 94.625850% Epoch 26, Batch 157697 -Loss: 0.0649 Validation Accuracy: 94.897959% Epoch 26, Batch 157825 -Loss: 0.0350 Validation Accuracy: 94.535147% Epoch 26, Batch 157953 -Loss: 0.0825 Validation Accuracy: 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-Loss: 0.0725 Validation Accuracy: 94.784581% Epoch 26, Batch 160001 -Loss: 0.1634 Validation Accuracy: 94.807256% Epoch 26, Batch 160129 -Loss: 0.1261 Validation Accuracy: 95.147392% Epoch 26, Batch 160257 -Loss: 0.1276 Validation Accuracy: 94.807256% Epoch 26, Batch 160385 -Loss: 0.1278 Validation Accuracy: 94.920635% Epoch 26, Batch 160513 -Loss: 0.0821 Validation Accuracy: 95.238095% Epoch 26, Batch 160641 -Loss: 0.0705 Validation Accuracy: 95.215420% Epoch 26, Batch 160769 -Loss: 0.0314 Validation Accuracy: 95.260771% Epoch 26, Batch 160897 -Loss: 0.0742 Validation Accuracy: 95.011338% Epoch 26, Batch 161025 -Loss: 0.1480 Validation Accuracy: 95.147392% Epoch 26, Batch 161153 -Loss: 0.0284 Validation Accuracy: 94.331066% Epoch 26, Batch 161281 -Loss: 0.0304 Validation Accuracy: 94.671202% Epoch 26, Batch 161409 -Loss: 0.0870 Validation Accuracy: 94.693878% Epoch 26, Batch 161537 -Loss: 0.1658 Validation Accuracy: 94.920635% Epoch 26, Batch 161665 -Loss: 0.0774 Validation Accuracy: 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-Loss: 0.0698 Validation Accuracy: 94.353742% Epoch 26, Batch 163713 -Loss: 0.0145 Validation Accuracy: 93.741497% Epoch 26, Batch 163841 -Loss: 0.1296 Validation Accuracy: 94.013605% Epoch 26, Batch 163969 -Loss: 0.1162 Validation Accuracy: 94.512472% Epoch 26, Batch 164097 -Loss: 0.1974 Validation Accuracy: 93.832200% Epoch 26, Batch 164225 -Loss: 0.0320 Validation Accuracy: 94.331066% Epoch 26, Batch 164353 -Loss: 0.1513 Validation Accuracy: 94.444444% Epoch 26, Batch 164481 -Loss: 0.0577 Validation Accuracy: 94.535147% Epoch 26, Batch 164609 -Loss: 0.0303 Validation Accuracy: 94.943311% Epoch 26, Batch 164737 -Loss: 0.0234 Validation Accuracy: 94.739229% Epoch 26, Batch 164865 -Loss: 0.0381 Validation Accuracy: 94.625850% Epoch 26, Batch 164993 -Loss: 0.0402 Validation Accuracy: 94.943311% Epoch 26, Batch 165121 -Loss: 0.0504 Validation Accuracy: 94.829932% Epoch 26, Batch 165249 -Loss: 0.0545 Validation Accuracy: 94.965986% Epoch 26, Batch 165377 -Loss: 0.0402 Validation Accuracy: 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-Loss: 0.0740 Validation Accuracy: 94.761905% Epoch 26, Batch 167425 -Loss: 0.0697 Validation Accuracy: 94.988662% Epoch 26, Batch 167553 -Loss: 0.0243 Validation Accuracy: 94.625850% Epoch 26, Batch 167681 -Loss: 0.1262 Validation Accuracy: 95.283447% Epoch 26, Batch 167809 -Loss: 0.0756 Validation Accuracy: 94.693878% Epoch 26, Batch 167937 -Loss: 0.0676 Validation Accuracy: 94.784581% Epoch 26, Batch 168065 -Loss: 0.0654 Validation Accuracy: 94.852608% Epoch 26, Batch 168193 -Loss: 0.0081 Validation Accuracy: 94.240363% Epoch 26, Batch 168321 -Loss: 0.0688 Validation Accuracy: 94.875283% Epoch 26, Batch 168449 -Loss: 0.0499 Validation Accuracy: 94.376417% Epoch 26, Batch 168577 -Loss: 0.0628 Validation Accuracy: 94.421769% Epoch 26, Batch 168705 -Loss: 0.0152 Validation Accuracy: 94.807256% Epoch 26, Batch 168833 -Loss: 0.0968 Validation Accuracy: 94.625850% Epoch 26, Batch 168961 -Loss: 0.0909 Validation Accuracy: 94.852608% Epoch 26, Batch 169089 -Loss: 0.0836 Validation Accuracy: 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-Loss: 0.0210 Validation Accuracy: 94.444444% Epoch 26, Batch 171137 -Loss: 0.1046 Validation Accuracy: 94.285714% Epoch 26, Batch 171265 -Loss: 0.0404 Validation Accuracy: 94.829932% Epoch 26, Batch 171393 -Loss: 0.0350 Validation Accuracy: 94.625850% Epoch 26, Batch 171521 -Loss: 0.1161 Validation Accuracy: 94.988662% Epoch 26, Batch 171649 -Loss: 0.0051 Validation Accuracy: 94.784580% Epoch 26, Batch 171777 -Loss: 0.1398 Validation Accuracy: 94.693878% Epoch 26, Batch 171905 -Loss: 0.1100 Validation Accuracy: 94.739229% Epoch 26, Batch 172033 -Loss: 0.1424 Validation Accuracy: 94.308390% Epoch 26, Batch 172161 -Loss: 0.0396 Validation Accuracy: 94.716553% Epoch 26, Batch 172289 -Loss: 0.0466 Validation Accuracy: 94.331066% Epoch 26, Batch 172417 -Loss: 0.0906 Validation Accuracy: 94.444444% Epoch 26, Batch 172545 -Loss: 0.0818 Validation Accuracy: 94.285714% Epoch 26, Batch 172673 -Loss: 0.0202 Validation Accuracy: 94.829932% Epoch 26, Batch 172801 -Loss: 0.0822 Validation Accuracy: 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-Loss: 0.0107 Validation Accuracy: 94.557823% Epoch 26, Batch 174849 -Loss: 0.0431 Validation Accuracy: 94.263039% Epoch 26, Batch 174977 -Loss: 0.1870 Validation Accuracy: 94.308390% Epoch 26, Batch 175105 -Loss: 0.0302 Validation Accuracy: 94.444444% Epoch 26, Batch 175233 -Loss: 0.0523 Validation Accuracy: 94.421769% Epoch 26, Batch 175361 -Loss: 0.0159 Validation Accuracy: 94.331066% Epoch 26, Batch 175489 -Loss: 0.0114 Validation Accuracy: 94.467120% Epoch 26, Batch 175617 -Loss: 0.0709 Validation Accuracy: 94.058957% Epoch 26, Batch 175745 -Loss: 0.0733 Validation Accuracy: 94.535147% Epoch 26, Batch 175873 -Loss: 0.1128 Validation Accuracy: 94.761905% Epoch 26, Batch 176001 -Loss: 0.0618 Validation Accuracy: 95.283447% Epoch 26, Batch 176129 -Loss: 0.0417 Validation Accuracy: 94.807256% Epoch 26, Batch 176257 -Loss: 0.0366 Validation Accuracy: 94.897959% Epoch 26, Batch 176385 -Loss: 0.0428 Validation Accuracy: 94.399093% Epoch 26, Batch 176513 -Loss: 0.0553 Validation Accuracy: 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-Loss: 0.0429 Validation Accuracy: 94.965986% Epoch 26, Batch 178561 -Loss: 0.0750 Validation Accuracy: 94.897959% Epoch 26, Batch 178689 -Loss: 0.0607 Validation Accuracy: 95.238095% Epoch 26, Batch 178817 -Loss: 0.0795 Validation Accuracy: 94.557823% Epoch 26, Batch 178945 -Loss: 0.0204 Validation Accuracy: 94.965986% Epoch 26, Batch 179073 -Loss: 0.0445 Validation Accuracy: 95.102041% Epoch 26, Batch 179201 -Loss: 0.0641 Validation Accuracy: 94.648526% Epoch 26, Batch 179329 -Loss: 0.0266 Validation Accuracy: 94.489796% Epoch 26, Batch 179457 -Loss: 0.0257 Validation Accuracy: 94.671202% Epoch 26, Batch 179585 -Loss: 0.0346 Validation Accuracy: 94.444444% Epoch 26, Batch 179713 -Loss: 0.0813 Validation Accuracy: 94.739229% Epoch 26, Batch 179841 -Loss: 0.0859 Validation Accuracy: 94.535147% Epoch 26, Batch 179969 -Loss: 0.0447 Validation Accuracy: 94.920635% Epoch 26, Batch 180097 -Loss: 0.0066 Validation Accuracy: 94.535147% Epoch 26, Batch 180225 -Loss: 0.0731 Validation Accuracy: 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-Loss: 0.0517 Validation Accuracy: 94.603175% Epoch 26, Batch 182273 -Loss: 0.0237 Validation Accuracy: 95.170068% Epoch 26, Batch 182401 -Loss: 0.0517 Validation Accuracy: 94.285714% Epoch 26, Batch 182529 -Loss: 0.0995 Validation Accuracy: 94.943311% Epoch 26, Batch 182657 -Loss: 0.0315 Validation Accuracy: 95.056689% Epoch 26, Batch 182785 -Loss: 0.0511 Validation Accuracy: 94.716553% Epoch 26, Batch 182913 -Loss: 0.1192 Validation Accuracy: 94.580499% Epoch 26, Batch 183041 -Loss: 0.0526 Validation Accuracy: 94.376417% Epoch 26, Batch 183169 -Loss: 0.0617 Validation Accuracy: 95.011338% Epoch 26, Batch 183297 -Loss: 0.0784 Validation Accuracy: 94.965986% Epoch 26, Batch 183425 -Loss: 0.0267 Validation Accuracy: 94.512472% Epoch 26, Batch 183553 -Loss: 0.0563 Validation Accuracy: 95.147392% Epoch 26, Batch 183681 -Loss: 0.0725 Validation Accuracy: 94.761905% Epoch 26, Batch 183809 -Loss: 0.1232 Validation Accuracy: 95.170068% Epoch 26, Batch 183937 -Loss: 0.0665 Validation Accuracy: 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-Loss: 0.0990 Validation Accuracy: 94.852608% Epoch 26, Batch 185985 -Loss: 0.0925 Validation Accuracy: 94.693878% Epoch 26, Batch 186113 -Loss: 0.0316 Validation Accuracy: 94.875283% Epoch 26, Batch 186241 -Loss: 0.0806 Validation Accuracy: 94.988662% Epoch 26, Batch 186369 -Loss: 0.0715 Validation Accuracy: 95.170068% Epoch 26, Batch 186497 -Loss: 0.0770 Validation Accuracy: 94.988662% Epoch 26, Batch 186625 -Loss: 0.1332 Validation Accuracy: 95.034014% Epoch 26, Batch 186753 -Loss: 0.0412 Validation Accuracy: 94.920635% Epoch 26, Batch 186881 -Loss: 0.0449 Validation Accuracy: 95.034014% Epoch 26, Batch 187009 -Loss: 0.0770 Validation Accuracy: 94.648526% Epoch 26, Batch 187137 -Loss: 0.0489 Validation Accuracy: 95.034014% Epoch 26, Batch 187265 -Loss: 0.1159 Validation Accuracy: 94.036281% Epoch 26, Batch 187393 -Loss: 0.0233 Validation Accuracy: 94.625850% Epoch 26, Batch 187521 -Loss: 0.2380 Validation Accuracy: 94.693878% Epoch 26, Batch 187649 -Loss: 0.1026 Validation Accuracy: 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-Loss: 0.0079 Validation Accuracy: 94.671202% Epoch 26, Batch 189697 -Loss: 0.0565 Validation Accuracy: 94.535147% Epoch 26, Batch 189825 -Loss: 0.0339 Validation Accuracy: 94.399093% Epoch 26, Batch 189953 -Loss: 0.0887 Validation Accuracy: 94.512472% Epoch 26, Batch 190081 -Loss: 0.1415 Validation Accuracy: 94.399093% Epoch 26, Batch 190209 -Loss: 0.0740 Validation Accuracy: 94.784581% Epoch 26, Batch 190337 -Loss: 0.0453 Validation Accuracy: 94.693878% Epoch 26, Batch 190465 -Loss: 0.0698 Validation Accuracy: 94.671202% Epoch 26, Batch 190593 -Loss: 0.0591 Validation Accuracy: 94.535147% Epoch 26, Batch 190721 -Loss: 0.0627 Validation Accuracy: 94.943311% Epoch 26, Batch 190849 -Loss: 0.0950 Validation Accuracy: 94.943311% Epoch 26, Batch 190977 -Loss: 0.0726 Validation Accuracy: 94.671202% Epoch 26, Batch 191105 -Loss: 0.1201 Validation Accuracy: 94.603175% Epoch 26, Batch 191233 -Loss: 0.0417 Validation Accuracy: 94.557823% Epoch 26, Batch 191361 -Loss: 0.1117 Validation Accuracy: 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-Loss: 0.0675 Validation Accuracy: 95.328798% Epoch 26, Batch 193409 -Loss: 0.0545 Validation Accuracy: 94.829932% Epoch 26, Batch 193537 -Loss: 0.0203 Validation Accuracy: 94.875283% Epoch 26, Batch 193665 -Loss: 0.0632 Validation Accuracy: 94.920635% Epoch 26, Batch 193793 -Loss: 0.0861 Validation Accuracy: 95.215420% Epoch 26, Batch 193921 -Loss: 0.0695 Validation Accuracy: 94.852608% Epoch 26, Batch 194049 -Loss: 0.0950 Validation Accuracy: 94.784580% Epoch 26, Batch 194177 -Loss: 0.0469 Validation Accuracy: 94.648526% Epoch 26, Batch 194305 -Loss: 0.2406 Validation Accuracy: 95.102041% Epoch 26, Batch 194433 -Loss: 0.1532 Validation Accuracy: 94.603175% Epoch 26, Batch 194561 -Loss: 0.0680 Validation Accuracy: 94.875283% Epoch 26, Batch 194689 -Loss: 0.0942 Validation Accuracy: 94.512472% Epoch 26, Batch 194817 -Loss: 0.0690 Validation Accuracy: 94.671202% Epoch 26, Batch 194945 -Loss: 0.0678 Validation Accuracy: 94.784581% Epoch 26, Batch 195073 -Loss: 0.0807 Validation Accuracy: 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-Loss: 0.1517 Validation Accuracy: 94.308390% Epoch 26, Batch 197121 -Loss: 0.0793 Validation Accuracy: 94.104308% Epoch 26, Batch 197249 -Loss: 0.0766 Validation Accuracy: 94.603175% Epoch 26, Batch 197377 -Loss: 0.0556 Validation Accuracy: 94.195011% Epoch 26, Batch 197505 -Loss: 0.0656 Validation Accuracy: 93.990930% Epoch 26, Batch 197633 -Loss: 0.0236 Validation Accuracy: 94.671202% Epoch 26, Batch 197761 -Loss: 0.0333 Validation Accuracy: 94.399093% Epoch 26, Batch 197889 -Loss: 0.0152 Validation Accuracy: 94.399093% Epoch 26, Batch 198017 -Loss: 0.0609 Validation Accuracy: 94.217687% Epoch 26, Batch 198145 -Loss: 0.0634 Validation Accuracy: 94.535147% Epoch 26, Batch 198273 -Loss: 0.1116 Validation Accuracy: 94.376417% Epoch 26, Batch 198401 -Loss: 0.0235 Validation Accuracy: 94.693878% Epoch 26, Batch 198529 -Loss: 0.1051 Validation Accuracy: 94.240363% Epoch 26, Batch 198657 -Loss: 0.0582 Validation Accuracy: 94.557823% Epoch 26, Batch 198785 -Loss: 0.1017 Validation Accuracy: 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-Loss: 0.1175 Validation Accuracy: 93.990930% Epoch 26, Batch 200833 -Loss: 0.0387 Validation Accuracy: 93.287982% Epoch 26, Batch 200961 -Loss: 0.0783 Validation Accuracy: 94.058957% Epoch 26, Batch 201089 -Loss: 0.0323 Validation Accuracy: 93.764172% Epoch 26, Batch 201217 -Loss: 0.0660 Validation Accuracy: 94.036281% Epoch 26, Batch 201345 -Loss: 0.1156 Validation Accuracy: 94.081633% Epoch 26, Batch 201473 -Loss: 0.1135 Validation Accuracy: 94.580499% Epoch 26, Batch 201601 -Loss: 0.0451 Validation Accuracy: 94.671202% Epoch 26, Batch 201729 -Loss: 0.1116 Validation Accuracy: 94.331066% Epoch 26, Batch 201857 -Loss: 0.1063 Validation Accuracy: 94.263039% Epoch 26, Batch 201985 -Loss: 0.0496 Validation Accuracy: 93.968254% Epoch 26, Batch 202113 -Loss: 0.1082 Validation Accuracy: 93.809524% Epoch 26, Batch 202241 -Loss: 0.0918 Validation Accuracy: 93.741497% Epoch 26, Batch 202369 -Loss: 0.1144 Validation Accuracy: 93.764172% Epoch 26, Batch 202497 -Loss: 0.1152 Validation Accuracy: 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-Loss: 0.0572 Validation Accuracy: 94.126984% Epoch 26, Batch 204545 -Loss: 0.0678 Validation Accuracy: 93.877551% Epoch 26, Batch 204673 -Loss: 0.0443 Validation Accuracy: 93.900227% Epoch 26, Batch 204801 -Loss: 0.0379 Validation Accuracy: 94.058957% Epoch 26, Batch 204929 -Loss: 0.0334 Validation Accuracy: 93.832200% Epoch 26, Batch 205057 -Loss: 0.0346 Validation Accuracy: 93.900227% Epoch 26, Batch 205185 -Loss: 0.0566 Validation Accuracy: 94.557823% Epoch 26, Batch 205313 -Loss: 0.0563 Validation Accuracy: 94.240363% Epoch 26, Batch 205441 -Loss: 0.0371 Validation Accuracy: 93.922902% Epoch 26, Batch 205569 -Loss: 0.0888 Validation Accuracy: 94.195011% Epoch 26, Batch 205697 -Loss: 0.0099 Validation Accuracy: 93.673469% Epoch 26, Batch 205825 -Loss: 0.1102 Validation Accuracy: 94.172336% Epoch 26, Batch 205953 -Loss: 0.0890 Validation Accuracy: 94.126984% Epoch 26, Batch 206081 -Loss: 0.0821 Validation Accuracy: 94.512472% Epoch 26, Batch 206209 -Loss: 0.0322 Validation Accuracy: 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-Loss: 0.0402 Validation Accuracy: 94.331066% Epoch 26, Batch 208257 -Loss: 0.0374 Validation Accuracy: 94.149660% Epoch 26, Batch 208385 -Loss: 0.0598 Validation Accuracy: 94.172336% Epoch 26, Batch 208513 -Loss: 0.0778 Validation Accuracy: 94.444444% Epoch 26, Batch 208641 -Loss: 0.0657 Validation Accuracy: 94.285714% Epoch 26, Batch 208769 -Loss: 0.0740 Validation Accuracy: 94.104308% Epoch 27, Batch 1 -Loss: 0.0657 Validation Accuracy: 94.399093% Epoch 27, Batch 129 -Loss: 0.0631 Validation Accuracy: 93.832200% Epoch 27, Batch 257 -Loss: 0.0394 Validation Accuracy: 93.809524% Epoch 27, Batch 385 -Loss: 0.0379 Validation Accuracy: 93.877551% Epoch 27, Batch 513 -Loss: 0.0618 Validation Accuracy: 94.104308% Epoch 27, Batch 641 -Loss: 0.0955 Validation Accuracy: 94.013605% Epoch 27, Batch 769 -Loss: 0.0543 Validation Accuracy: 93.968254% Epoch 27, Batch 897 -Loss: 0.1131 Validation Accuracy: 93.922903% Epoch 27, Batch 1025 -Loss: 0.0230 Validation Accuracy: 93.696145% Epoch 27, Batch 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-Loss: 0.0093 Validation Accuracy: 94.240363% Epoch 27, Batch 12673 -Loss: 0.0521 Validation Accuracy: 93.922903% Epoch 27, Batch 12801 -Loss: 0.1318 Validation Accuracy: 94.217687% Epoch 27, Batch 12929 -Loss: 0.0977 Validation Accuracy: 93.968254% Epoch 27, Batch 13057 -Loss: 0.0341 Validation Accuracy: 93.945578% Epoch 27, Batch 13185 -Loss: 0.0548 Validation Accuracy: 94.104308% Epoch 27, Batch 13313 -Loss: 0.0696 Validation Accuracy: 94.217687% Epoch 27, Batch 13441 -Loss: 0.0703 Validation Accuracy: 94.467120% Epoch 27, Batch 13569 -Loss: 0.0346 Validation Accuracy: 93.990930% Epoch 27, Batch 13697 -Loss: 0.0955 Validation Accuracy: 94.104308% Epoch 27, Batch 13825 -Loss: 0.0731 Validation Accuracy: 94.149660% Epoch 27, Batch 13953 -Loss: 0.0553 Validation Accuracy: 94.399093% Epoch 27, Batch 14081 -Loss: 0.0588 Validation Accuracy: 94.467120% Epoch 27, Batch 14209 -Loss: 0.0664 Validation Accuracy: 94.580499% Epoch 27, Batch 14337 -Loss: 0.0425 Validation Accuracy: 94.784581% 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-Loss: 0.0371 Validation Accuracy: 94.557823% Epoch 27, Batch 18305 -Loss: 0.0390 Validation Accuracy: 94.671202% Epoch 27, Batch 18433 -Loss: 0.0753 Validation Accuracy: 94.489796% Epoch 27, Batch 18561 -Loss: 0.0766 Validation Accuracy: 94.625850% Epoch 27, Batch 18689 -Loss: 0.0180 Validation Accuracy: 94.240363% Epoch 27, Batch 18817 -Loss: 0.1346 Validation Accuracy: 94.376417% Epoch 27, Batch 18945 -Loss: 0.0244 Validation Accuracy: 93.809524% Epoch 27, Batch 19073 -Loss: 0.1051 Validation Accuracy: 94.195011% Epoch 27, Batch 19201 -Loss: 0.1066 Validation Accuracy: 94.172336% Epoch 27, Batch 19329 -Loss: 0.0265 Validation Accuracy: 93.922902% Epoch 27, Batch 19457 -Loss: 0.1009 Validation Accuracy: 94.331066% Epoch 27, Batch 19585 -Loss: 0.0976 Validation Accuracy: 94.081633% Epoch 27, Batch 19713 -Loss: 0.0334 Validation Accuracy: 94.104308% Epoch 27, Batch 19841 -Loss: 0.0769 Validation Accuracy: 93.877551% Epoch 27, Batch 19969 -Loss: 0.0534 Validation Accuracy: 93.900227% 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-Loss: 0.0549 Validation Accuracy: 93.922902% Epoch 27, Batch 23937 -Loss: 0.0906 Validation Accuracy: 94.535147% Epoch 27, Batch 24065 -Loss: 0.0346 Validation Accuracy: 94.421769% Epoch 27, Batch 24193 -Loss: 0.0700 Validation Accuracy: 94.081633% Epoch 27, Batch 24321 -Loss: 0.0207 Validation Accuracy: 94.852608% Epoch 27, Batch 24449 -Loss: 0.1044 Validation Accuracy: 94.353742% Epoch 27, Batch 24577 -Loss: 0.0799 Validation Accuracy: 94.716553% Epoch 27, Batch 24705 -Loss: 0.1127 Validation Accuracy: 95.011338% Epoch 27, Batch 24833 -Loss: 0.0499 Validation Accuracy: 94.421769% Epoch 27, Batch 24961 -Loss: 0.0660 Validation Accuracy: 94.671202% Epoch 27, Batch 25089 -Loss: 0.0322 Validation Accuracy: 94.172336% Epoch 27, Batch 25217 -Loss: 0.0792 Validation Accuracy: 94.217687% Epoch 27, Batch 25345 -Loss: 0.0842 Validation Accuracy: 94.376417% Epoch 27, Batch 25473 -Loss: 0.1260 Validation Accuracy: 94.535147% Epoch 27, Batch 25601 -Loss: 0.0289 Validation Accuracy: 94.829932% 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-Loss: 0.1017 Validation Accuracy: 94.263039% Epoch 27, Batch 29569 -Loss: 0.0271 Validation Accuracy: 94.149660% Epoch 27, Batch 29697 -Loss: 0.1065 Validation Accuracy: 94.467120% Epoch 27, Batch 29825 -Loss: 0.0395 Validation Accuracy: 94.376417% Epoch 27, Batch 29953 -Loss: 0.0666 Validation Accuracy: 94.036281% Epoch 27, Batch 30081 -Loss: 0.0464 Validation Accuracy: 94.263039% Epoch 27, Batch 30209 -Loss: 0.0639 Validation Accuracy: 94.263039% Epoch 27, Batch 30337 -Loss: 0.1101 Validation Accuracy: 94.036281% Epoch 27, Batch 30465 -Loss: 0.0616 Validation Accuracy: 94.126984% Epoch 27, Batch 30593 -Loss: 0.0393 Validation Accuracy: 94.240363% Epoch 27, Batch 30721 -Loss: 0.1082 Validation Accuracy: 94.444444% Epoch 27, Batch 30849 -Loss: 0.0867 Validation Accuracy: 93.900227% Epoch 27, Batch 30977 -Loss: 0.0685 Validation Accuracy: 94.195011% Epoch 27, Batch 31105 -Loss: 0.0659 Validation Accuracy: 94.739229% Epoch 27, Batch 31233 -Loss: 0.0148 Validation Accuracy: 94.263039% 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-Loss: 0.1258 Validation Accuracy: 94.240363% Epoch 27, Batch 35201 -Loss: 0.0644 Validation Accuracy: 93.968254% Epoch 27, Batch 35329 -Loss: 0.0271 Validation Accuracy: 93.854875% Epoch 27, Batch 35457 -Loss: 0.0277 Validation Accuracy: 94.467120% Epoch 27, Batch 35585 -Loss: 0.1133 Validation Accuracy: 94.081633% Epoch 27, Batch 35713 -Loss: 0.0254 Validation Accuracy: 94.353741% Epoch 27, Batch 35841 -Loss: 0.0202 Validation Accuracy: 94.716553% Epoch 27, Batch 35969 -Loss: 0.0199 Validation Accuracy: 94.557823% Epoch 27, Batch 36097 -Loss: 0.0343 Validation Accuracy: 94.444444% Epoch 27, Batch 36225 -Loss: 0.0523 Validation Accuracy: 94.489796% Epoch 27, Batch 36353 -Loss: 0.0930 Validation Accuracy: 94.149660% Epoch 27, Batch 36481 -Loss: 0.0651 Validation Accuracy: 94.467120% Epoch 27, Batch 36609 -Loss: 0.0453 Validation Accuracy: 94.920635% Epoch 27, Batch 36737 -Loss: 0.1409 Validation Accuracy: 94.467120% Epoch 27, Batch 36865 -Loss: 0.1288 Validation Accuracy: 94.625850% 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-Loss: 0.0729 Validation Accuracy: 94.693878% Epoch 27, Batch 40833 -Loss: 0.0522 Validation Accuracy: 94.557823% Epoch 27, Batch 40961 -Loss: 0.0493 Validation Accuracy: 94.353742% Epoch 27, Batch 41089 -Loss: 0.0255 Validation Accuracy: 95.034014% Epoch 27, Batch 41217 -Loss: 0.0751 Validation Accuracy: 94.535147% Epoch 27, Batch 41345 -Loss: 0.0642 Validation Accuracy: 94.693878% Epoch 27, Batch 41473 -Loss: 0.0362 Validation Accuracy: 94.739229% Epoch 27, Batch 41601 -Loss: 0.0421 Validation Accuracy: 94.943311% Epoch 27, Batch 41729 -Loss: 0.0879 Validation Accuracy: 95.238095% Epoch 27, Batch 41857 -Loss: 0.0510 Validation Accuracy: 94.965986% Epoch 27, Batch 41985 -Loss: 0.0297 Validation Accuracy: 95.056689% Epoch 27, Batch 42113 -Loss: 0.0169 Validation Accuracy: 94.897959% Epoch 27, Batch 42241 -Loss: 0.0650 Validation Accuracy: 95.011338% Epoch 27, Batch 42369 -Loss: 0.0996 Validation Accuracy: 94.648526% Epoch 27, Batch 42497 -Loss: 0.0946 Validation Accuracy: 94.965986% 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-Loss: 0.0411 Validation Accuracy: 94.353742% Epoch 27, Batch 46465 -Loss: 0.0669 Validation Accuracy: 94.716553% Epoch 27, Batch 46593 -Loss: 0.0707 Validation Accuracy: 94.875283% Epoch 27, Batch 46721 -Loss: 0.1268 Validation Accuracy: 94.920635% Epoch 27, Batch 46849 -Loss: 0.0274 Validation Accuracy: 94.693878% Epoch 27, Batch 46977 -Loss: 0.0123 Validation Accuracy: 94.897959% Epoch 27, Batch 47105 -Loss: 0.1005 Validation Accuracy: 95.034014% Epoch 27, Batch 47233 -Loss: 0.0212 Validation Accuracy: 94.625850% Epoch 27, Batch 47361 -Loss: 0.0464 Validation Accuracy: 95.147392% Epoch 27, Batch 47489 -Loss: 0.0799 Validation Accuracy: 94.988662% Epoch 27, Batch 47617 -Loss: 0.0136 Validation Accuracy: 95.147392% Epoch 27, Batch 47745 -Loss: 0.0569 Validation Accuracy: 94.943311% Epoch 27, Batch 47873 -Loss: 0.0910 Validation Accuracy: 94.807256% Epoch 27, Batch 48001 -Loss: 0.1232 Validation Accuracy: 95.170068% Epoch 27, Batch 48129 -Loss: 0.0168 Validation Accuracy: 94.897959% 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-Loss: 0.0433 Validation Accuracy: 94.920635% Epoch 27, Batch 52097 -Loss: 0.1324 Validation Accuracy: 94.671202% Epoch 27, Batch 52225 -Loss: 0.0542 Validation Accuracy: 94.920635% Epoch 27, Batch 52353 -Loss: 0.0360 Validation Accuracy: 95.442177% Epoch 27, Batch 52481 -Loss: 0.0605 Validation Accuracy: 94.625850% Epoch 27, Batch 52609 -Loss: 0.0422 Validation Accuracy: 95.011338% Epoch 27, Batch 52737 -Loss: 0.1278 Validation Accuracy: 94.807256% Epoch 27, Batch 52865 -Loss: 0.0949 Validation Accuracy: 94.671202% Epoch 27, Batch 52993 -Loss: 0.0359 Validation Accuracy: 94.671202% Epoch 27, Batch 53121 -Loss: 0.0420 Validation Accuracy: 94.648526% Epoch 27, Batch 53249 -Loss: 0.0371 Validation Accuracy: 95.215420% Epoch 27, Batch 53377 -Loss: 0.0284 Validation Accuracy: 94.489796% Epoch 27, Batch 53505 -Loss: 0.0714 Validation Accuracy: 94.920635% Epoch 27, Batch 53633 -Loss: 0.1096 Validation Accuracy: 95.102041% Epoch 27, Batch 53761 -Loss: 0.0605 Validation Accuracy: 94.965986% 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-Loss: 0.0122 Validation Accuracy: 94.648526% Epoch 27, Batch 57729 -Loss: 0.0236 Validation Accuracy: 94.671202% Epoch 27, Batch 57857 -Loss: 0.1138 Validation Accuracy: 94.897959% Epoch 27, Batch 57985 -Loss: 0.1081 Validation Accuracy: 94.399093% Epoch 27, Batch 58113 -Loss: 0.0254 Validation Accuracy: 95.464853% Epoch 27, Batch 58241 -Loss: 0.0822 Validation Accuracy: 94.580499% Epoch 27, Batch 58369 -Loss: 0.0995 Validation Accuracy: 94.512472% Epoch 27, Batch 58497 -Loss: 0.0223 Validation Accuracy: 94.761905% Epoch 27, Batch 58625 -Loss: 0.0356 Validation Accuracy: 94.625850% Epoch 27, Batch 58753 -Loss: 0.1133 Validation Accuracy: 94.897959% Epoch 27, Batch 58881 -Loss: 0.0468 Validation Accuracy: 94.852608% Epoch 27, Batch 59009 -Loss: 0.0517 Validation Accuracy: 94.376417% Epoch 27, Batch 59137 -Loss: 0.1138 Validation Accuracy: 94.965986% Epoch 27, Batch 59265 -Loss: 0.0131 Validation Accuracy: 95.192744% Epoch 27, Batch 59393 -Loss: 0.0377 Validation Accuracy: 94.535147% 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-Loss: 0.0727 Validation Accuracy: 95.102041% Epoch 27, Batch 63361 -Loss: 0.0797 Validation Accuracy: 94.331066% Epoch 27, Batch 63489 -Loss: 0.2034 Validation Accuracy: 94.557823% Epoch 27, Batch 63617 -Loss: 0.0416 Validation Accuracy: 94.217687% Epoch 27, Batch 63745 -Loss: 0.0769 Validation Accuracy: 94.603175% Epoch 27, Batch 63873 -Loss: 0.0930 Validation Accuracy: 94.603175% Epoch 27, Batch 64001 -Loss: 0.0727 Validation Accuracy: 94.943311% Epoch 27, Batch 64129 -Loss: 0.0711 Validation Accuracy: 94.512472% Epoch 27, Batch 64257 -Loss: 0.0337 Validation Accuracy: 94.240363% Epoch 27, Batch 64385 -Loss: 0.1250 Validation Accuracy: 94.444444% Epoch 27, Batch 64513 -Loss: 0.0486 Validation Accuracy: 94.807256% Epoch 27, Batch 64641 -Loss: 0.0300 Validation Accuracy: 94.739229% Epoch 27, Batch 64769 -Loss: 0.0496 Validation Accuracy: 94.852608% Epoch 27, Batch 64897 -Loss: 0.0474 Validation Accuracy: 95.306122% Epoch 27, Batch 65025 -Loss: 0.0855 Validation Accuracy: 94.489796% 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-Loss: 0.0937 Validation Accuracy: 94.421769% Epoch 27, Batch 68993 -Loss: 0.0214 Validation Accuracy: 94.693878% Epoch 27, Batch 69121 -Loss: 0.0559 Validation Accuracy: 94.467120% Epoch 27, Batch 69249 -Loss: 0.0302 Validation Accuracy: 94.557823% Epoch 27, Batch 69377 -Loss: 0.0032 Validation Accuracy: 95.419501% Epoch 27, Batch 69505 -Loss: 0.0033 Validation Accuracy: 94.784581% Epoch 27, Batch 69633 -Loss: 0.0385 Validation Accuracy: 94.988662% Epoch 27, Batch 69761 -Loss: 0.0604 Validation Accuracy: 94.988662% Epoch 27, Batch 69889 -Loss: 0.0329 Validation Accuracy: 94.535147% Epoch 27, Batch 70017 -Loss: 0.0886 Validation Accuracy: 95.464853% Epoch 27, Batch 70145 -Loss: 0.1276 Validation Accuracy: 94.988662% Epoch 27, Batch 70273 -Loss: 0.1270 Validation Accuracy: 94.920635% Epoch 27, Batch 70401 -Loss: 0.0114 Validation Accuracy: 95.328798% Epoch 27, Batch 70529 -Loss: 0.1138 Validation Accuracy: 94.875283% Epoch 27, Batch 70657 -Loss: 0.0371 Validation Accuracy: 95.056689% 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Accuracy: 94.897959% Epoch 27, Batch 72705 -Loss: 0.0638 Validation Accuracy: 95.011338% Epoch 27, Batch 72833 -Loss: 0.0237 Validation Accuracy: 94.920635% Epoch 27, Batch 72961 -Loss: 0.0104 Validation Accuracy: 94.399093% Epoch 27, Batch 73089 -Loss: 0.0260 Validation Accuracy: 94.285714% Epoch 27, Batch 73217 -Loss: 0.0477 Validation Accuracy: 94.444444% Epoch 27, Batch 73345 -Loss: 0.0516 Validation Accuracy: 94.489796% Epoch 27, Batch 73473 -Loss: 0.0510 Validation Accuracy: 94.308390% Epoch 27, Batch 73601 -Loss: 0.0278 Validation Accuracy: 94.353742% Epoch 27, Batch 73729 -Loss: 0.0580 Validation Accuracy: 94.421769% Epoch 27, Batch 73857 -Loss: 0.0119 Validation Accuracy: 94.489796% Epoch 27, Batch 73985 -Loss: 0.0479 Validation Accuracy: 94.625850% Epoch 27, Batch 74113 -Loss: 0.0389 Validation Accuracy: 94.693878% Epoch 27, Batch 74241 -Loss: 0.0234 Validation Accuracy: 94.467120% Epoch 27, Batch 74369 -Loss: 0.0305 Validation Accuracy: 94.489796% Epoch 27, Batch 74497 -Loss: 0.0285 Validation Accuracy: 94.557823% Epoch 27, Batch 74625 -Loss: 0.0131 Validation Accuracy: 94.149660% Epoch 27, Batch 74753 -Loss: 0.2207 Validation Accuracy: 94.852608% Epoch 27, Batch 74881 -Loss: 0.0757 Validation Accuracy: 94.240363% Epoch 27, Batch 75009 -Loss: 0.1215 Validation Accuracy: 94.943311% Epoch 27, Batch 75137 -Loss: 0.0444 Validation Accuracy: 95.056689% Epoch 27, Batch 75265 -Loss: 0.1253 Validation Accuracy: 95.102041% Epoch 27, Batch 75393 -Loss: 0.0487 Validation Accuracy: 94.807256% Epoch 27, Batch 75521 -Loss: 0.0929 Validation Accuracy: 94.648526% Epoch 27, Batch 75649 -Loss: 0.1664 Validation Accuracy: 94.693878% Epoch 27, Batch 75777 -Loss: 0.0826 Validation Accuracy: 94.421769% Epoch 27, Batch 75905 -Loss: 0.0625 Validation Accuracy: 94.739229% Epoch 27, Batch 76033 -Loss: 0.1329 Validation Accuracy: 94.693878% Epoch 27, Batch 76161 -Loss: 0.0957 Validation Accuracy: 94.920635% Epoch 27, Batch 76289 -Loss: 0.0095 Validation Accuracy: 94.444444% 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Accuracy: 94.829932% Epoch 27, Batch 78337 -Loss: 0.0546 Validation Accuracy: 94.535147% Epoch 27, Batch 78465 -Loss: 0.0645 Validation Accuracy: 94.875283% Epoch 27, Batch 78593 -Loss: 0.0634 Validation Accuracy: 94.535147% Epoch 27, Batch 78721 -Loss: 0.0474 Validation Accuracy: 94.761905% Epoch 27, Batch 78849 -Loss: 0.0612 Validation Accuracy: 94.875283% Epoch 27, Batch 78977 -Loss: 0.0336 Validation Accuracy: 94.580499% Epoch 27, Batch 79105 -Loss: 0.0233 Validation Accuracy: 94.421769% Epoch 27, Batch 79233 -Loss: 0.0408 Validation Accuracy: 94.761905% Epoch 27, Batch 79361 -Loss: 0.1048 Validation Accuracy: 94.761905% Epoch 27, Batch 79489 -Loss: 0.0202 Validation Accuracy: 94.603175% Epoch 27, Batch 79617 -Loss: 0.1102 Validation Accuracy: 94.671202% Epoch 27, Batch 79745 -Loss: 0.0329 Validation Accuracy: 94.761905% Epoch 27, Batch 79873 -Loss: 0.0931 Validation Accuracy: 94.852608% Epoch 27, Batch 80001 -Loss: 0.0364 Validation Accuracy: 95.124717% Epoch 27, Batch 80129 -Loss: 0.0390 Validation Accuracy: 94.671202% Epoch 27, Batch 80257 -Loss: 0.0337 Validation Accuracy: 94.467120% Epoch 27, Batch 80385 -Loss: 0.0593 Validation Accuracy: 94.784580% Epoch 27, Batch 80513 -Loss: 0.0457 Validation Accuracy: 94.852608% Epoch 27, Batch 80641 -Loss: 0.0573 Validation Accuracy: 94.761905% Epoch 27, Batch 80769 -Loss: 0.0349 Validation Accuracy: 94.761905% Epoch 27, Batch 80897 -Loss: 0.1376 Validation Accuracy: 94.988662% Epoch 27, Batch 81025 -Loss: 0.0295 Validation Accuracy: 94.603175% Epoch 27, Batch 81153 -Loss: 0.0447 Validation Accuracy: 94.625850% Epoch 27, Batch 81281 -Loss: 0.0179 Validation Accuracy: 95.170068% Epoch 27, Batch 81409 -Loss: 0.0423 Validation Accuracy: 94.399093% Epoch 27, Batch 81537 -Loss: 0.0665 Validation Accuracy: 94.580499% Epoch 27, Batch 81665 -Loss: 0.0907 Validation Accuracy: 95.147392% Epoch 27, Batch 81793 -Loss: 0.0539 Validation Accuracy: 94.648526% Epoch 27, Batch 81921 -Loss: 0.0901 Validation Accuracy: 94.512472% Epoch 27, Batch 82049 -Loss: 0.0953 Validation Accuracy: 94.648526% Epoch 27, Batch 82177 -Loss: 0.0953 Validation Accuracy: 95.102041% Epoch 27, Batch 82305 -Loss: 0.0243 Validation Accuracy: 94.557823% Epoch 27, Batch 82433 -Loss: 0.0332 Validation Accuracy: 94.512472% Epoch 27, Batch 82561 -Loss: 0.0231 Validation Accuracy: 94.625850% Epoch 27, Batch 82689 -Loss: 0.0333 Validation Accuracy: 94.421769% Epoch 27, Batch 82817 -Loss: 0.2153 Validation Accuracy: 94.965986% Epoch 27, Batch 82945 -Loss: 0.0528 Validation Accuracy: 95.011338% Epoch 27, Batch 83073 -Loss: 0.0182 Validation Accuracy: 94.285714% Epoch 27, Batch 83201 -Loss: 0.1566 Validation Accuracy: 94.671202% Epoch 27, Batch 83329 -Loss: 0.1059 Validation Accuracy: 94.761905% Epoch 27, Batch 83457 -Loss: 0.0903 Validation Accuracy: 94.421769% Epoch 27, Batch 83585 -Loss: 0.0606 Validation Accuracy: 94.920635% Epoch 27, Batch 83713 -Loss: 0.0483 Validation Accuracy: 94.557823% Epoch 27, Batch 83841 -Loss: 0.0938 Validation 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-Loss: 0.0097 Validation Accuracy: 95.192744% Epoch 27, Batch 85889 -Loss: 0.0206 Validation Accuracy: 95.124717% Epoch 27, Batch 86017 -Loss: 0.0615 Validation Accuracy: 94.557823% Epoch 27, Batch 86145 -Loss: 0.0281 Validation Accuracy: 94.875283% Epoch 27, Batch 86273 -Loss: 0.0630 Validation Accuracy: 94.988662% Epoch 27, Batch 86401 -Loss: 0.0279 Validation Accuracy: 94.671202% Epoch 27, Batch 86529 -Loss: 0.0393 Validation Accuracy: 94.648526% Epoch 27, Batch 86657 -Loss: 0.0608 Validation Accuracy: 94.716553% Epoch 27, Batch 86785 -Loss: 0.0135 Validation Accuracy: 94.580499% Epoch 27, Batch 86913 -Loss: 0.0513 Validation Accuracy: 94.716553% Epoch 27, Batch 87041 -Loss: 0.1050 Validation Accuracy: 94.421769% Epoch 27, Batch 87169 -Loss: 0.1313 Validation Accuracy: 94.761905% Epoch 27, Batch 87297 -Loss: 0.1461 Validation Accuracy: 94.557823% Epoch 27, Batch 87425 -Loss: 0.0585 Validation Accuracy: 94.784580% Epoch 27, Batch 87553 -Loss: 0.0924 Validation Accuracy: 95.034014% 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-Loss: 0.0136 Validation Accuracy: 94.172336% Epoch 27, Batch 91521 -Loss: 0.0793 Validation Accuracy: 94.421769% Epoch 27, Batch 91649 -Loss: 0.0308 Validation Accuracy: 94.240363% Epoch 27, Batch 91777 -Loss: 0.0427 Validation Accuracy: 94.625850% Epoch 27, Batch 91905 -Loss: 0.0639 Validation Accuracy: 94.875283% Epoch 27, Batch 92033 -Loss: 0.0458 Validation Accuracy: 94.489796% Epoch 27, Batch 92161 -Loss: 0.1158 Validation Accuracy: 94.671202% Epoch 27, Batch 92289 -Loss: 0.0929 Validation Accuracy: 94.444444% Epoch 27, Batch 92417 -Loss: 0.0513 Validation Accuracy: 94.444444% Epoch 27, Batch 92545 -Loss: 0.0986 Validation Accuracy: 94.716553% Epoch 27, Batch 92673 -Loss: 0.1075 Validation Accuracy: 94.603175% Epoch 27, Batch 92801 -Loss: 0.0327 Validation Accuracy: 94.557823% Epoch 27, Batch 92929 -Loss: 0.0883 Validation Accuracy: 94.331066% Epoch 27, Batch 93057 -Loss: 0.0327 Validation Accuracy: 94.648526% Epoch 27, Batch 93185 -Loss: 0.0558 Validation Accuracy: 94.512472% Epoch 27, Batch 93313 -Loss: 0.1295 Validation Accuracy: 94.331066% Epoch 27, Batch 93441 -Loss: 0.0376 Validation Accuracy: 94.693878% Epoch 27, Batch 93569 -Loss: 0.0725 Validation Accuracy: 94.603175% Epoch 27, Batch 93697 -Loss: 0.1405 Validation Accuracy: 94.625850% Epoch 27, Batch 93825 -Loss: 0.1116 Validation Accuracy: 94.535147% Epoch 27, Batch 93953 -Loss: 0.0824 Validation Accuracy: 95.192744% Epoch 27, Batch 94081 -Loss: 0.0387 Validation Accuracy: 94.716553% Epoch 27, Batch 94209 -Loss: 0.0770 Validation Accuracy: 94.965986% Epoch 27, Batch 94337 -Loss: 0.0221 Validation Accuracy: 95.306122% Epoch 27, Batch 94465 -Loss: 0.0466 Validation Accuracy: 94.671202% Epoch 27, Batch 94593 -Loss: 0.0744 Validation Accuracy: 95.011338% Epoch 27, Batch 94721 -Loss: 0.0804 Validation Accuracy: 94.648526% Epoch 27, Batch 94849 -Loss: 0.0294 Validation Accuracy: 94.829932% Epoch 27, Batch 94977 -Loss: 0.0685 Validation Accuracy: 95.011338% Epoch 27, Batch 95105 -Loss: 0.0597 Validation Accuracy: 94.421769% Epoch 27, Batch 95233 -Loss: 0.0651 Validation Accuracy: 94.331066% Epoch 27, Batch 95361 -Loss: 0.0669 Validation Accuracy: 94.535147% Epoch 27, Batch 95489 -Loss: 0.1346 Validation Accuracy: 94.263039% Epoch 27, Batch 95617 -Loss: 0.0454 Validation Accuracy: 94.331066% Epoch 27, Batch 95745 -Loss: 0.0160 Validation Accuracy: 94.104308% Epoch 27, Batch 95873 -Loss: 0.0726 Validation Accuracy: 94.285714% Epoch 27, Batch 96001 -Loss: 0.0632 Validation Accuracy: 94.195011% Epoch 27, Batch 96129 -Loss: 0.1482 Validation Accuracy: 94.376417% Epoch 27, Batch 96257 -Loss: 0.0518 Validation Accuracy: 94.104308% Epoch 27, Batch 96385 -Loss: 0.0406 Validation Accuracy: 94.716553% Epoch 27, Batch 96513 -Loss: 0.1070 Validation Accuracy: 94.104308% Epoch 27, Batch 96641 -Loss: 0.0502 Validation Accuracy: 94.149660% Epoch 27, Batch 96769 -Loss: 0.0566 Validation Accuracy: 94.444444% Epoch 27, Batch 96897 -Loss: 0.0836 Validation Accuracy: 94.467120% Epoch 27, Batch 97025 -Loss: 0.0395 Validation Accuracy: 94.444444% Epoch 27, Batch 97153 -Loss: 0.1043 Validation Accuracy: 94.263039% Epoch 27, Batch 97281 -Loss: 0.0511 Validation Accuracy: 94.603175% Epoch 27, Batch 97409 -Loss: 0.0718 Validation Accuracy: 94.489796% Epoch 27, Batch 97537 -Loss: 0.1579 Validation Accuracy: 94.399093% Epoch 27, Batch 97665 -Loss: 0.0602 Validation Accuracy: 94.580499% Epoch 27, Batch 97793 -Loss: 0.0403 Validation Accuracy: 94.829932% Epoch 27, Batch 97921 -Loss: 0.0434 Validation Accuracy: 94.512472% Epoch 27, Batch 98049 -Loss: 0.0674 Validation Accuracy: 94.195011% Epoch 27, Batch 98177 -Loss: 0.0062 Validation Accuracy: 94.467120% Epoch 27, Batch 98305 -Loss: 0.0493 Validation Accuracy: 94.557823% Epoch 27, Batch 98433 -Loss: 0.0491 Validation Accuracy: 94.285714% Epoch 27, Batch 98561 -Loss: 0.0459 Validation Accuracy: 94.421769% Epoch 27, Batch 98689 -Loss: 0.0644 Validation Accuracy: 94.875283% Epoch 27, Batch 98817 -Loss: 0.0067 Validation Accuracy: 94.444444% 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Validation Accuracy: 94.671202% Epoch 27, Batch 100865 -Loss: 0.0700 Validation Accuracy: 94.807256% Epoch 27, Batch 100993 -Loss: 0.0868 Validation Accuracy: 94.580499% Epoch 27, Batch 101121 -Loss: 0.0724 Validation Accuracy: 94.761905% Epoch 27, Batch 101249 -Loss: 0.0913 Validation Accuracy: 94.467120% Epoch 27, Batch 101377 -Loss: 0.0504 Validation Accuracy: 94.739229% Epoch 27, Batch 101505 -Loss: 0.1365 Validation Accuracy: 94.444444% Epoch 27, Batch 101633 -Loss: 0.1404 Validation Accuracy: 94.512472% Epoch 27, Batch 101761 -Loss: 0.0198 Validation Accuracy: 94.625850% Epoch 27, Batch 101889 -Loss: 0.0577 Validation Accuracy: 94.149660% Epoch 27, Batch 102017 -Loss: 0.1057 Validation Accuracy: 94.195011% Epoch 27, Batch 102145 -Loss: 0.0316 Validation Accuracy: 94.013605% Epoch 27, Batch 102273 -Loss: 0.0919 Validation Accuracy: 94.671202% Epoch 27, Batch 102401 -Loss: 0.0409 Validation Accuracy: 94.648526% Epoch 27, Batch 102529 -Loss: 0.0222 Validation Accuracy: 94.897959% Epoch 27, Batch 102657 -Loss: 0.0606 Validation Accuracy: 94.126984% Epoch 27, Batch 102785 -Loss: 0.0692 Validation Accuracy: 94.444444% Epoch 27, Batch 102913 -Loss: 0.0817 Validation Accuracy: 94.512472% Epoch 27, Batch 103041 -Loss: 0.0231 Validation Accuracy: 94.126984% Epoch 27, Batch 103169 -Loss: 0.0324 Validation Accuracy: 94.195011% Epoch 27, Batch 103297 -Loss: 0.0493 Validation Accuracy: 94.058957% Epoch 27, Batch 103425 -Loss: 0.0154 Validation Accuracy: 94.240363% Epoch 27, Batch 103553 -Loss: 0.0609 Validation Accuracy: 94.149660% Epoch 27, Batch 103681 -Loss: 0.1057 Validation Accuracy: 93.990930% Epoch 27, Batch 103809 -Loss: 0.0538 Validation Accuracy: 94.036281% Epoch 27, Batch 103937 -Loss: 0.0619 Validation Accuracy: 94.240363% Epoch 27, Batch 104065 -Loss: 0.0701 Validation Accuracy: 94.013605% Epoch 27, Batch 104193 -Loss: 0.0626 Validation Accuracy: 94.535147% Epoch 27, Batch 104321 -Loss: 0.1084 Validation Accuracy: 93.560091% Epoch 27, Batch 104449 -Loss: 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-Loss: 0.0566 Validation Accuracy: 94.195011% Epoch 27, Batch 108289 -Loss: 0.0965 Validation Accuracy: 94.104308% Epoch 27, Batch 108417 -Loss: 0.0416 Validation Accuracy: 94.036281% Epoch 27, Batch 108545 -Loss: 0.0101 Validation Accuracy: 94.058957% Epoch 27, Batch 108673 -Loss: 0.0461 Validation Accuracy: 94.263039% Epoch 27, Batch 108801 -Loss: 0.0718 Validation Accuracy: 94.149660% Epoch 27, Batch 108929 -Loss: 0.1107 Validation Accuracy: 94.217687% Epoch 27, Batch 109057 -Loss: 0.0188 Validation Accuracy: 94.421769% Epoch 27, Batch 109185 -Loss: 0.0704 Validation Accuracy: 94.058957% Epoch 27, Batch 109313 -Loss: 0.0316 Validation Accuracy: 94.217687% Epoch 27, Batch 109441 -Loss: 0.0484 Validation Accuracy: 94.308390% Epoch 27, Batch 109569 -Loss: 0.1088 Validation Accuracy: 94.671202% Epoch 27, Batch 109697 -Loss: 0.0319 Validation Accuracy: 94.535147% Epoch 27, Batch 109825 -Loss: 0.1132 Validation Accuracy: 94.444444% Epoch 27, Batch 109953 -Loss: 0.0342 Validation Accuracy: 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-Loss: 0.0447 Validation Accuracy: 94.489796% Epoch 27, Batch 112001 -Loss: 0.1286 Validation Accuracy: 94.829932% Epoch 27, Batch 112129 -Loss: 0.0761 Validation Accuracy: 94.693878% Epoch 27, Batch 112257 -Loss: 0.0136 Validation Accuracy: 94.421769% Epoch 27, Batch 112385 -Loss: 0.0157 Validation Accuracy: 94.535147% Epoch 27, Batch 112513 -Loss: 0.0316 Validation Accuracy: 94.557823% Epoch 27, Batch 112641 -Loss: 0.0626 Validation Accuracy: 94.693878% Epoch 27, Batch 112769 -Loss: 0.0864 Validation Accuracy: 94.761905% Epoch 27, Batch 112897 -Loss: 0.0788 Validation Accuracy: 94.467120% Epoch 27, Batch 113025 -Loss: 0.1768 Validation Accuracy: 94.195011% Epoch 27, Batch 113153 -Loss: 0.1279 Validation Accuracy: 94.829932% Epoch 27, Batch 113281 -Loss: 0.0951 Validation Accuracy: 94.580499% Epoch 27, Batch 113409 -Loss: 0.0255 Validation Accuracy: 93.877551% Epoch 27, Batch 113537 -Loss: 0.0480 Validation Accuracy: 94.580499% Epoch 27, Batch 113665 -Loss: 0.0456 Validation Accuracy: 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-Loss: 0.0385 Validation Accuracy: 94.920635% Epoch 27, Batch 115713 -Loss: 0.0288 Validation Accuracy: 94.716553% Epoch 27, Batch 115841 -Loss: 0.0147 Validation Accuracy: 95.079365% Epoch 27, Batch 115969 -Loss: 0.0363 Validation Accuracy: 94.852608% Epoch 27, Batch 116097 -Loss: 0.0538 Validation Accuracy: 94.716553% Epoch 27, Batch 116225 -Loss: 0.0285 Validation Accuracy: 94.557823% Epoch 27, Batch 116353 -Loss: 0.0520 Validation Accuracy: 94.761905% Epoch 27, Batch 116481 -Loss: 0.1398 Validation Accuracy: 95.192744% Epoch 27, Batch 116609 -Loss: 0.0152 Validation Accuracy: 94.965986% Epoch 27, Batch 116737 -Loss: 0.0464 Validation Accuracy: 94.761905% Epoch 27, Batch 116865 -Loss: 0.0994 Validation Accuracy: 94.852608% Epoch 27, Batch 116993 -Loss: 0.0371 Validation Accuracy: 94.625850% Epoch 27, Batch 117121 -Loss: 0.0470 Validation Accuracy: 94.648526% Epoch 27, Batch 117249 -Loss: 0.0251 Validation Accuracy: 94.535147% Epoch 27, Batch 117377 -Loss: 0.0423 Validation Accuracy: 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-Loss: 0.0673 Validation Accuracy: 94.444444% Epoch 27, Batch 119425 -Loss: 0.0224 Validation Accuracy: 94.172336% Epoch 27, Batch 119553 -Loss: 0.0565 Validation Accuracy: 94.557823% Epoch 27, Batch 119681 -Loss: 0.0235 Validation Accuracy: 93.514739% Epoch 27, Batch 119809 -Loss: 0.0515 Validation Accuracy: 94.489796% Epoch 27, Batch 119937 -Loss: 0.0355 Validation Accuracy: 94.013605% Epoch 27, Batch 120065 -Loss: 0.1802 Validation Accuracy: 94.512472% Epoch 27, Batch 120193 -Loss: 0.0475 Validation Accuracy: 94.625850% Epoch 27, Batch 120321 -Loss: 0.0519 Validation Accuracy: 94.149660% Epoch 27, Batch 120449 -Loss: 0.0408 Validation Accuracy: 94.489796% Epoch 27, Batch 120577 -Loss: 0.0555 Validation Accuracy: 94.285714% Epoch 27, Batch 120705 -Loss: 0.0442 Validation Accuracy: 94.421769% Epoch 27, Batch 120833 -Loss: 0.0736 Validation Accuracy: 93.945578% Epoch 27, Batch 120961 -Loss: 0.0967 Validation Accuracy: 94.580499% Epoch 27, Batch 121089 -Loss: 0.1410 Validation Accuracy: 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-Loss: 0.0603 Validation Accuracy: 94.376417% Epoch 27, Batch 123137 -Loss: 0.0536 Validation Accuracy: 94.421769% Epoch 27, Batch 123265 -Loss: 0.1941 Validation Accuracy: 94.308390% Epoch 27, Batch 123393 -Loss: 0.0482 Validation Accuracy: 94.444444% Epoch 27, Batch 123521 -Loss: 0.0292 Validation Accuracy: 95.102041% Epoch 27, Batch 123649 -Loss: 0.0214 Validation Accuracy: 94.580499% Epoch 27, Batch 123777 -Loss: 0.0403 Validation Accuracy: 94.444444% Epoch 27, Batch 123905 -Loss: 0.0669 Validation Accuracy: 94.988662% Epoch 27, Batch 124033 -Loss: 0.0843 Validation Accuracy: 94.625850% Epoch 27, Batch 124161 -Loss: 0.0547 Validation Accuracy: 94.693878% Epoch 27, Batch 124289 -Loss: 0.2081 Validation Accuracy: 95.306122% Epoch 27, Batch 124417 -Loss: 0.0199 Validation Accuracy: 94.807256% Epoch 27, Batch 124545 -Loss: 0.0920 Validation Accuracy: 94.671202% Epoch 27, Batch 124673 -Loss: 0.0624 Validation Accuracy: 94.693878% Epoch 27, Batch 124801 -Loss: 0.0427 Validation Accuracy: 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-Loss: 0.1286 Validation Accuracy: 94.126984% Epoch 27, Batch 126849 -Loss: 0.1007 Validation Accuracy: 94.739229% Epoch 27, Batch 126977 -Loss: 0.0772 Validation Accuracy: 94.467120% Epoch 27, Batch 127105 -Loss: 0.0998 Validation Accuracy: 94.467120% Epoch 27, Batch 127233 -Loss: 0.0527 Validation Accuracy: 94.716553% Epoch 27, Batch 127361 -Loss: 0.1552 Validation Accuracy: 94.693878% Epoch 27, Batch 127489 -Loss: 0.1167 Validation Accuracy: 94.829932% Epoch 27, Batch 127617 -Loss: 0.0520 Validation Accuracy: 94.625850% Epoch 27, Batch 127745 -Loss: 0.0746 Validation Accuracy: 94.897959% Epoch 27, Batch 127873 -Loss: 0.0380 Validation Accuracy: 94.648526% Epoch 27, Batch 128001 -Loss: 0.0696 Validation Accuracy: 94.739229% Epoch 27, Batch 128129 -Loss: 0.1376 Validation Accuracy: 95.056689% Epoch 27, Batch 128257 -Loss: 0.1131 Validation Accuracy: 94.943311% Epoch 27, Batch 128385 -Loss: 0.0628 Validation Accuracy: 94.739229% Epoch 27, Batch 128513 -Loss: 0.0804 Validation Accuracy: 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-Loss: 0.0872 Validation Accuracy: 94.920635% Epoch 27, Batch 130561 -Loss: 0.0211 Validation Accuracy: 94.807256% Epoch 27, Batch 130689 -Loss: 0.1802 Validation Accuracy: 94.852608% Epoch 27, Batch 130817 -Loss: 0.0445 Validation Accuracy: 94.807256% Epoch 27, Batch 130945 -Loss: 0.0252 Validation Accuracy: 94.512472% Epoch 27, Batch 131073 -Loss: 0.0067 Validation Accuracy: 94.716553% Epoch 27, Batch 131201 -Loss: 0.0593 Validation Accuracy: 94.399093% Epoch 27, Batch 131329 -Loss: 0.0388 Validation Accuracy: 94.353742% Epoch 27, Batch 131457 -Loss: 0.0608 Validation Accuracy: 94.376417% Epoch 27, Batch 131585 -Loss: 0.0630 Validation Accuracy: 94.308390% Epoch 27, Batch 131713 -Loss: 0.0887 Validation Accuracy: 94.081633% Epoch 27, Batch 131841 -Loss: 0.0745 Validation Accuracy: 94.467120% Epoch 27, Batch 131969 -Loss: 0.0819 Validation Accuracy: 93.990930% Epoch 27, Batch 132097 -Loss: 0.0228 Validation Accuracy: 94.444444% Epoch 27, Batch 132225 -Loss: 0.1253 Validation Accuracy: 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-Loss: 0.1193 Validation Accuracy: 95.102041% Epoch 27, Batch 134273 -Loss: 0.0649 Validation Accuracy: 94.467120% Epoch 27, Batch 134401 -Loss: 0.0486 Validation Accuracy: 94.693878% Epoch 27, Batch 134529 -Loss: 0.0584 Validation Accuracy: 94.943311% Epoch 27, Batch 134657 -Loss: 0.1111 Validation Accuracy: 94.761905% Epoch 27, Batch 134785 -Loss: 0.0305 Validation Accuracy: 94.875283% Epoch 27, Batch 134913 -Loss: 0.0179 Validation Accuracy: 94.421769% Epoch 27, Batch 135041 -Loss: 0.0842 Validation Accuracy: 95.034014% Epoch 27, Batch 135169 -Loss: 0.1312 Validation Accuracy: 95.056689% Epoch 27, Batch 135297 -Loss: 0.0518 Validation Accuracy: 94.399093% Epoch 27, Batch 135425 -Loss: 0.0615 Validation Accuracy: 94.671202% Epoch 27, Batch 135553 -Loss: 0.0608 Validation Accuracy: 94.467120% Epoch 27, Batch 135681 -Loss: 0.0861 Validation Accuracy: 94.217687% Epoch 27, Batch 135809 -Loss: 0.0319 Validation Accuracy: 94.603175% Epoch 27, Batch 135937 -Loss: 0.1722 Validation Accuracy: 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-Loss: 0.0656 Validation Accuracy: 94.761905% Epoch 27, Batch 137985 -Loss: 0.1357 Validation Accuracy: 95.102041% Epoch 27, Batch 138113 -Loss: 0.0581 Validation Accuracy: 94.716553% Epoch 27, Batch 138241 -Loss: 0.0722 Validation Accuracy: 94.535147% Epoch 27, Batch 138369 -Loss: 0.0139 Validation Accuracy: 94.557823% Epoch 27, Batch 138497 -Loss: 0.0682 Validation Accuracy: 95.170068% Epoch 27, Batch 138625 -Loss: 0.0295 Validation Accuracy: 95.056689% Epoch 27, Batch 138753 -Loss: 0.0712 Validation Accuracy: 94.376417% Epoch 27, Batch 138881 -Loss: 0.1036 Validation Accuracy: 94.897959% Epoch 27, Batch 139009 -Loss: 0.0649 Validation Accuracy: 94.897959% Epoch 27, Batch 139137 -Loss: 0.1579 Validation Accuracy: 94.784581% Epoch 27, Batch 139265 -Loss: 0.0636 Validation Accuracy: 94.353741% Epoch 27, Batch 139393 -Loss: 0.0365 Validation Accuracy: 94.693878% Epoch 27, Batch 139521 -Loss: 0.0348 Validation Accuracy: 94.489796% Epoch 27, Batch 139649 -Loss: 0.1169 Validation Accuracy: 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-Loss: 0.0308 Validation Accuracy: 94.739229% Epoch 27, Batch 141697 -Loss: 0.1602 Validation Accuracy: 94.399093% Epoch 27, Batch 141825 -Loss: 0.1106 Validation Accuracy: 94.693878% Epoch 27, Batch 141953 -Loss: 0.0623 Validation Accuracy: 94.421769% Epoch 27, Batch 142081 -Loss: 0.0572 Validation Accuracy: 94.557823% Epoch 27, Batch 142209 -Loss: 0.0369 Validation Accuracy: 95.124717% Epoch 27, Batch 142337 -Loss: 0.0685 Validation Accuracy: 94.671202% Epoch 27, Batch 142465 -Loss: 0.0161 Validation Accuracy: 94.467120% Epoch 27, Batch 142593 -Loss: 0.0890 Validation Accuracy: 95.056689% Epoch 27, Batch 142721 -Loss: 0.0242 Validation Accuracy: 94.739229% Epoch 27, Batch 142849 -Loss: 0.0557 Validation Accuracy: 94.648526% Epoch 27, Batch 142977 -Loss: 0.0275 Validation Accuracy: 94.625850% Epoch 27, Batch 143105 -Loss: 0.0512 Validation Accuracy: 94.648526% Epoch 27, Batch 143233 -Loss: 0.0540 Validation Accuracy: 94.648526% Epoch 27, Batch 143361 -Loss: 0.0437 Validation Accuracy: 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-Loss: 0.1142 Validation Accuracy: 95.147392% Epoch 27, Batch 145409 -Loss: 0.2106 Validation Accuracy: 94.603175% Epoch 27, Batch 145537 -Loss: 0.0240 Validation Accuracy: 94.784581% Epoch 27, Batch 145665 -Loss: 0.0474 Validation Accuracy: 94.920635% Epoch 27, Batch 145793 -Loss: 0.0660 Validation Accuracy: 95.147392% Epoch 27, Batch 145921 -Loss: 0.0344 Validation Accuracy: 95.034014% Epoch 27, Batch 146049 -Loss: 0.0891 Validation Accuracy: 95.419501% Epoch 27, Batch 146177 -Loss: 0.0395 Validation Accuracy: 95.238095% Epoch 27, Batch 146305 -Loss: 0.0952 Validation Accuracy: 94.965986% Epoch 27, Batch 146433 -Loss: 0.0354 Validation Accuracy: 94.557823% Epoch 27, Batch 146561 -Loss: 0.0584 Validation Accuracy: 94.852608% Epoch 27, Batch 146689 -Loss: 0.0947 Validation Accuracy: 94.875283% Epoch 27, Batch 146817 -Loss: 0.0532 Validation Accuracy: 94.399093% Epoch 27, Batch 146945 -Loss: 0.0272 Validation Accuracy: 94.761905% Epoch 27, Batch 147073 -Loss: 0.1020 Validation Accuracy: 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-Loss: 0.0648 Validation Accuracy: 94.399093% Epoch 27, Batch 149121 -Loss: 0.0496 Validation Accuracy: 94.625850% Epoch 27, Batch 149249 -Loss: 0.0538 Validation Accuracy: 94.399093% Epoch 27, Batch 149377 -Loss: 0.0453 Validation Accuracy: 94.376417% Epoch 27, Batch 149505 -Loss: 0.0445 Validation Accuracy: 94.285714% Epoch 27, Batch 149633 -Loss: 0.0948 Validation Accuracy: 94.716553% Epoch 27, Batch 149761 -Loss: 0.0693 Validation Accuracy: 94.920635% Epoch 27, Batch 149889 -Loss: 0.0278 Validation Accuracy: 94.739229% Epoch 27, Batch 150017 -Loss: 0.1870 Validation Accuracy: 94.081633% Epoch 27, Batch 150145 -Loss: 0.0358 Validation Accuracy: 94.603175% Epoch 27, Batch 150273 -Loss: 0.0813 Validation Accuracy: 94.353742% Epoch 27, Batch 150401 -Loss: 0.0670 Validation Accuracy: 94.421769% Epoch 27, Batch 150529 -Loss: 0.0598 Validation Accuracy: 94.512472% Epoch 27, Batch 150657 -Loss: 0.0345 Validation Accuracy: 94.308390% Epoch 27, Batch 150785 -Loss: 0.0539 Validation Accuracy: 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-Loss: 0.0255 Validation Accuracy: 94.716553% Epoch 27, Batch 152833 -Loss: 0.0842 Validation Accuracy: 94.897959% Epoch 27, Batch 152961 -Loss: 0.0385 Validation Accuracy: 94.535147% Epoch 27, Batch 153089 -Loss: 0.0104 Validation Accuracy: 94.739229% Epoch 27, Batch 153217 -Loss: 0.0810 Validation Accuracy: 95.102041% Epoch 27, Batch 153345 -Loss: 0.0894 Validation Accuracy: 94.875283% Epoch 27, Batch 153473 -Loss: 0.0636 Validation Accuracy: 94.761905% Epoch 27, Batch 153601 -Loss: 0.0895 Validation Accuracy: 94.965986% Epoch 27, Batch 153729 -Loss: 0.0885 Validation Accuracy: 94.761905% Epoch 27, Batch 153857 -Loss: 0.0117 Validation Accuracy: 95.102041% Epoch 27, Batch 153985 -Loss: 0.0354 Validation Accuracy: 95.260771% Epoch 27, Batch 154113 -Loss: 0.0632 Validation Accuracy: 94.693878% Epoch 27, Batch 154241 -Loss: 0.0667 Validation Accuracy: 95.283447% Epoch 27, Batch 154369 -Loss: 0.0480 Validation Accuracy: 94.693878% Epoch 27, Batch 154497 -Loss: 0.0760 Validation Accuracy: 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-Loss: 0.1268 Validation Accuracy: 94.943311% Epoch 27, Batch 156545 -Loss: 0.0721 Validation Accuracy: 94.943311% Epoch 27, Batch 156673 -Loss: 0.0354 Validation Accuracy: 94.784581% Epoch 27, Batch 156801 -Loss: 0.1274 Validation Accuracy: 94.195011% Epoch 27, Batch 156929 -Loss: 0.1197 Validation Accuracy: 94.875283% Epoch 27, Batch 157057 -Loss: 0.0294 Validation Accuracy: 94.421769% Epoch 27, Batch 157185 -Loss: 0.0744 Validation Accuracy: 94.126984% Epoch 27, Batch 157313 -Loss: 0.1414 Validation Accuracy: 94.625850% Epoch 27, Batch 157441 -Loss: 0.0977 Validation Accuracy: 94.399093% Epoch 27, Batch 157569 -Loss: 0.0539 Validation Accuracy: 94.036281% Epoch 27, Batch 157697 -Loss: 0.0533 Validation Accuracy: 94.625850% Epoch 27, Batch 157825 -Loss: 0.0698 Validation Accuracy: 94.557823% Epoch 27, Batch 157953 -Loss: 0.0416 Validation Accuracy: 94.058957% Epoch 27, Batch 158081 -Loss: 0.0373 Validation Accuracy: 94.353742% Epoch 27, Batch 158209 -Loss: 0.0435 Validation Accuracy: 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-Loss: 0.0578 Validation Accuracy: 94.693878% Epoch 27, Batch 160257 -Loss: 0.0948 Validation Accuracy: 95.056689% Epoch 27, Batch 160385 -Loss: 0.0371 Validation Accuracy: 94.172336% Epoch 27, Batch 160513 -Loss: 0.0666 Validation Accuracy: 94.920635% Epoch 27, Batch 160641 -Loss: 0.0997 Validation Accuracy: 94.353742% Epoch 27, Batch 160769 -Loss: 0.0100 Validation Accuracy: 94.467120% Epoch 27, Batch 160897 -Loss: 0.0966 Validation Accuracy: 94.557823% Epoch 27, Batch 161025 -Loss: 0.0769 Validation Accuracy: 94.625850% Epoch 27, Batch 161153 -Loss: 0.0432 Validation Accuracy: 95.011338% Epoch 27, Batch 161281 -Loss: 0.0396 Validation Accuracy: 94.580499% Epoch 27, Batch 161409 -Loss: 0.0232 Validation Accuracy: 94.580499% Epoch 27, Batch 161537 -Loss: 0.0590 Validation Accuracy: 94.489796% Epoch 27, Batch 161665 -Loss: 0.0624 Validation Accuracy: 94.580499% Epoch 27, Batch 161793 -Loss: 0.0301 Validation Accuracy: 93.922902% Epoch 27, Batch 161921 -Loss: 0.0629 Validation Accuracy: 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-Loss: 0.0448 Validation Accuracy: 94.285714% Epoch 27, Batch 163969 -Loss: 0.0374 Validation Accuracy: 94.648526% Epoch 27, Batch 164097 -Loss: 0.1012 Validation Accuracy: 94.489796% Epoch 27, Batch 164225 -Loss: 0.0239 Validation Accuracy: 94.421769% Epoch 27, Batch 164353 -Loss: 0.1654 Validation Accuracy: 94.875283% Epoch 27, Batch 164481 -Loss: 0.0779 Validation Accuracy: 94.489796% Epoch 27, Batch 164609 -Loss: 0.0699 Validation Accuracy: 94.648526% Epoch 27, Batch 164737 -Loss: 0.1081 Validation Accuracy: 94.920635% Epoch 27, Batch 164865 -Loss: 0.0296 Validation Accuracy: 94.716553% Epoch 27, Batch 164993 -Loss: 0.0245 Validation Accuracy: 94.376417% Epoch 27, Batch 165121 -Loss: 0.0885 Validation Accuracy: 94.149660% Epoch 27, Batch 165249 -Loss: 0.0904 Validation Accuracy: 94.217687% Epoch 27, Batch 165377 -Loss: 0.0442 Validation Accuracy: 94.195011% Epoch 27, Batch 165505 -Loss: 0.0343 Validation Accuracy: 93.945578% Epoch 27, Batch 165633 -Loss: 0.1045 Validation Accuracy: 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-Loss: 0.0952 Validation Accuracy: 94.603175% Epoch 27, Batch 167681 -Loss: 0.0658 Validation Accuracy: 94.240363% Epoch 27, Batch 167809 -Loss: 0.0538 Validation Accuracy: 94.331066% Epoch 27, Batch 167937 -Loss: 0.0598 Validation Accuracy: 94.195011% Epoch 27, Batch 168065 -Loss: 0.0733 Validation Accuracy: 94.285714% Epoch 27, Batch 168193 -Loss: 0.0903 Validation Accuracy: 94.104308% Epoch 27, Batch 168321 -Loss: 0.0532 Validation Accuracy: 93.922903% Epoch 27, Batch 168449 -Loss: 0.0266 Validation Accuracy: 94.467120% Epoch 27, Batch 168577 -Loss: 0.0742 Validation Accuracy: 94.331066% Epoch 27, Batch 168705 -Loss: 0.0718 Validation Accuracy: 94.013605% Epoch 27, Batch 168833 -Loss: 0.0270 Validation Accuracy: 94.353741% Epoch 27, Batch 168961 -Loss: 0.0616 Validation Accuracy: 94.195011% Epoch 27, Batch 169089 -Loss: 0.0396 Validation Accuracy: 94.852608% Epoch 27, Batch 169217 -Loss: 0.0779 Validation Accuracy: 94.331066% Epoch 27, Batch 169345 -Loss: 0.1376 Validation Accuracy: 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-Loss: 0.0823 Validation Accuracy: 94.603175% Epoch 27, Batch 171393 -Loss: 0.1584 Validation Accuracy: 94.308390% Epoch 27, Batch 171521 -Loss: 0.0474 Validation Accuracy: 94.104308% Epoch 27, Batch 171649 -Loss: 0.0735 Validation Accuracy: 94.263039% Epoch 27, Batch 171777 -Loss: 0.0040 Validation Accuracy: 94.331066% Epoch 27, Batch 171905 -Loss: 0.0434 Validation Accuracy: 94.104308% Epoch 27, Batch 172033 -Loss: 0.0667 Validation Accuracy: 94.603175% Epoch 27, Batch 172161 -Loss: 0.0649 Validation Accuracy: 94.603175% Epoch 27, Batch 172289 -Loss: 0.0478 Validation Accuracy: 94.603175% Epoch 27, Batch 172417 -Loss: 0.0531 Validation Accuracy: 94.399093% Epoch 27, Batch 172545 -Loss: 0.0703 Validation Accuracy: 94.512472% Epoch 27, Batch 172673 -Loss: 0.1181 Validation Accuracy: 94.263039% Epoch 27, Batch 172801 -Loss: 0.0559 Validation Accuracy: 94.308390% Epoch 27, Batch 172929 -Loss: 0.0568 Validation Accuracy: 94.263039% Epoch 27, Batch 173057 -Loss: 0.0630 Validation Accuracy: 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-Loss: 0.0431 Validation Accuracy: 94.217687% Epoch 27, Batch 175105 -Loss: 0.0301 Validation Accuracy: 94.535147% Epoch 27, Batch 175233 -Loss: 0.1002 Validation Accuracy: 94.308390% Epoch 27, Batch 175361 -Loss: 0.1383 Validation Accuracy: 94.535147% Epoch 27, Batch 175489 -Loss: 0.0484 Validation Accuracy: 93.832200% Epoch 27, Batch 175617 -Loss: 0.0763 Validation Accuracy: 94.399093% Epoch 27, Batch 175745 -Loss: 0.0702 Validation Accuracy: 94.126984% Epoch 27, Batch 175873 -Loss: 0.0126 Validation Accuracy: 94.625850% Epoch 27, Batch 176001 -Loss: 0.0250 Validation Accuracy: 94.512472% Epoch 27, Batch 176129 -Loss: 0.0697 Validation Accuracy: 94.399093% Epoch 27, Batch 176257 -Loss: 0.0299 Validation Accuracy: 94.036281% Epoch 27, Batch 176385 -Loss: 0.0552 Validation Accuracy: 94.671202% Epoch 27, Batch 176513 -Loss: 0.0455 Validation Accuracy: 94.331066% Epoch 27, Batch 176641 -Loss: 0.0459 Validation Accuracy: 94.943311% Epoch 27, Batch 176769 -Loss: 0.1177 Validation Accuracy: 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-Loss: 0.0500 Validation Accuracy: 94.421769% Epoch 27, Batch 178817 -Loss: 0.1036 Validation Accuracy: 94.489796% Epoch 27, Batch 178945 -Loss: 0.0502 Validation Accuracy: 94.444444% Epoch 27, Batch 179073 -Loss: 0.0273 Validation Accuracy: 94.376417% Epoch 27, Batch 179201 -Loss: 0.1146 Validation Accuracy: 94.467120% Epoch 27, Batch 179329 -Loss: 0.1590 Validation Accuracy: 94.240363% Epoch 27, Batch 179457 -Loss: 0.1317 Validation Accuracy: 94.421769% Epoch 27, Batch 179585 -Loss: 0.0379 Validation Accuracy: 94.263039% Epoch 27, Batch 179713 -Loss: 0.0310 Validation Accuracy: 94.195011% Epoch 27, Batch 179841 -Loss: 0.0045 Validation Accuracy: 94.331066% Epoch 27, Batch 179969 -Loss: 0.0702 Validation Accuracy: 94.376417% Epoch 27, Batch 180097 -Loss: 0.0416 Validation Accuracy: 94.580499% Epoch 27, Batch 180225 -Loss: 0.0280 Validation Accuracy: 94.580499% Epoch 27, Batch 180353 -Loss: 0.0307 Validation Accuracy: 94.217687% Epoch 27, Batch 180481 -Loss: 0.0837 Validation Accuracy: 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-Loss: 0.0734 Validation Accuracy: 94.625850% Epoch 27, Batch 182529 -Loss: 0.0823 Validation Accuracy: 95.079365% Epoch 27, Batch 182657 -Loss: 0.0814 Validation Accuracy: 94.988662% Epoch 27, Batch 182785 -Loss: 0.1201 Validation Accuracy: 94.671202% Epoch 27, Batch 182913 -Loss: 0.0397 Validation Accuracy: 94.399093% Epoch 27, Batch 183041 -Loss: 0.0613 Validation Accuracy: 94.875283% Epoch 27, Batch 183169 -Loss: 0.0463 Validation Accuracy: 94.897959% Epoch 27, Batch 183297 -Loss: 0.0789 Validation Accuracy: 94.399093% Epoch 27, Batch 183425 -Loss: 0.0308 Validation Accuracy: 94.739229% Epoch 27, Batch 183553 -Loss: 0.2070 Validation Accuracy: 94.331066% Epoch 27, Batch 183681 -Loss: 0.0558 Validation Accuracy: 94.671202% Epoch 27, Batch 183809 -Loss: 0.0212 Validation Accuracy: 94.829932% Epoch 27, Batch 183937 -Loss: 0.1020 Validation Accuracy: 94.761905% Epoch 27, Batch 184065 -Loss: 0.0770 Validation Accuracy: 94.807256% Epoch 27, Batch 184193 -Loss: 0.0757 Validation Accuracy: 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-Loss: 0.0305 Validation Accuracy: 94.716553% Epoch 27, Batch 186241 -Loss: 0.0273 Validation Accuracy: 94.603175% Epoch 27, Batch 186369 -Loss: 0.0853 Validation Accuracy: 94.829932% Epoch 27, Batch 186497 -Loss: 0.0408 Validation Accuracy: 94.512472% Epoch 27, Batch 186625 -Loss: 0.1324 Validation Accuracy: 94.489796% Epoch 27, Batch 186753 -Loss: 0.0054 Validation Accuracy: 94.648526% Epoch 27, Batch 186881 -Loss: 0.0401 Validation Accuracy: 94.648526% Epoch 27, Batch 187009 -Loss: 0.0778 Validation Accuracy: 94.603175% Epoch 27, Batch 187137 -Loss: 0.0631 Validation Accuracy: 94.943311% Epoch 27, Batch 187265 -Loss: 0.0728 Validation Accuracy: 94.807256% Epoch 27, Batch 187393 -Loss: 0.0787 Validation Accuracy: 95.034014% Epoch 27, Batch 187521 -Loss: 0.0401 Validation Accuracy: 94.875283% Epoch 27, Batch 187649 -Loss: 0.0189 Validation Accuracy: 95.147392% Epoch 27, Batch 187777 -Loss: 0.0290 Validation Accuracy: 95.464853% Epoch 27, Batch 187905 -Loss: 0.0209 Validation Accuracy: 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-Loss: 0.0258 Validation Accuracy: 94.671202% Epoch 27, Batch 189953 -Loss: 0.1134 Validation Accuracy: 94.331066% Epoch 27, Batch 190081 -Loss: 0.0476 Validation Accuracy: 94.716553% Epoch 27, Batch 190209 -Loss: 0.1236 Validation Accuracy: 94.557823% Epoch 27, Batch 190337 -Loss: 0.0663 Validation Accuracy: 95.034014% Epoch 27, Batch 190465 -Loss: 0.0091 Validation Accuracy: 94.489796% Epoch 27, Batch 190593 -Loss: 0.0348 Validation Accuracy: 94.784580% Epoch 27, Batch 190721 -Loss: 0.0568 Validation Accuracy: 94.784580% Epoch 27, Batch 190849 -Loss: 0.0981 Validation Accuracy: 94.807256% Epoch 27, Batch 190977 -Loss: 0.0484 Validation Accuracy: 94.580499% Epoch 27, Batch 191105 -Loss: 0.0284 Validation Accuracy: 95.079365% Epoch 27, Batch 191233 -Loss: 0.0485 Validation Accuracy: 94.807256% Epoch 27, Batch 191361 -Loss: 0.0729 Validation Accuracy: 94.716553% Epoch 27, Batch 191489 -Loss: 0.0167 Validation Accuracy: 94.331066% Epoch 27, Batch 191617 -Loss: 0.0547 Validation Accuracy: 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-Loss: 0.0331 Validation Accuracy: 94.376417% Epoch 27, Batch 193665 -Loss: 0.0420 Validation Accuracy: 94.353741% Epoch 27, Batch 193793 -Loss: 0.0972 Validation Accuracy: 93.945578% Epoch 27, Batch 193921 -Loss: 0.1325 Validation Accuracy: 94.353742% Epoch 27, Batch 194049 -Loss: 0.0419 Validation Accuracy: 94.399093% Epoch 27, Batch 194177 -Loss: 0.0378 Validation Accuracy: 94.489796% Epoch 27, Batch 194305 -Loss: 0.0375 Validation Accuracy: 94.285714% Epoch 27, Batch 194433 -Loss: 0.0987 Validation Accuracy: 94.376417% Epoch 27, Batch 194561 -Loss: 0.0401 Validation Accuracy: 94.535147% Epoch 27, Batch 194689 -Loss: 0.0362 Validation Accuracy: 94.829932% Epoch 27, Batch 194817 -Loss: 0.0664 Validation Accuracy: 94.739229% Epoch 27, Batch 194945 -Loss: 0.0984 Validation Accuracy: 94.467120% Epoch 27, Batch 195073 -Loss: 0.0571 Validation Accuracy: 94.603175% Epoch 27, Batch 195201 -Loss: 0.0285 Validation Accuracy: 94.467120% Epoch 27, Batch 195329 -Loss: 0.0988 Validation Accuracy: 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-Loss: 0.0365 Validation Accuracy: 94.671202% Epoch 27, Batch 197377 -Loss: 0.0545 Validation Accuracy: 94.875283% Epoch 27, Batch 197505 -Loss: 0.0455 Validation Accuracy: 94.693878% Epoch 27, Batch 197633 -Loss: 0.0410 Validation Accuracy: 94.693878% Epoch 27, Batch 197761 -Loss: 0.0327 Validation Accuracy: 94.489796% Epoch 27, Batch 197889 -Loss: 0.0675 Validation Accuracy: 94.489796% Epoch 27, Batch 198017 -Loss: 0.1109 Validation Accuracy: 94.852608% Epoch 27, Batch 198145 -Loss: 0.0300 Validation Accuracy: 94.489796% Epoch 27, Batch 198273 -Loss: 0.1069 Validation Accuracy: 94.739229% Epoch 27, Batch 198401 -Loss: 0.0668 Validation Accuracy: 94.943311% Epoch 27, Batch 198529 -Loss: 0.1115 Validation Accuracy: 94.671202% Epoch 27, Batch 198657 -Loss: 0.0686 Validation Accuracy: 94.943311% Epoch 27, Batch 198785 -Loss: 0.1005 Validation Accuracy: 94.739229% Epoch 27, Batch 198913 -Loss: 0.0524 Validation Accuracy: 94.761905% Epoch 27, Batch 199041 -Loss: 0.0354 Validation Accuracy: 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-Loss: 0.0740 Validation Accuracy: 94.716553% Epoch 27, Batch 201089 -Loss: 0.0203 Validation Accuracy: 94.489796% Epoch 27, Batch 201217 -Loss: 0.0527 Validation Accuracy: 94.784581% Epoch 27, Batch 201345 -Loss: 0.0592 Validation Accuracy: 94.716553% Epoch 27, Batch 201473 -Loss: 0.0661 Validation Accuracy: 94.535147% Epoch 27, Batch 201601 -Loss: 0.0177 Validation Accuracy: 94.331066% Epoch 27, Batch 201729 -Loss: 0.0493 Validation Accuracy: 94.648526% Epoch 27, Batch 201857 -Loss: 0.0794 Validation Accuracy: 94.535147% Epoch 27, Batch 201985 -Loss: 0.0651 Validation Accuracy: 94.716553% Epoch 27, Batch 202113 -Loss: 0.0437 Validation Accuracy: 94.829932% Epoch 27, Batch 202241 -Loss: 0.1367 Validation Accuracy: 94.693878% Epoch 27, Batch 202369 -Loss: 0.0331 Validation Accuracy: 94.535147% Epoch 27, Batch 202497 -Loss: 0.0838 Validation Accuracy: 94.331066% Epoch 27, Batch 202625 -Loss: 0.0373 Validation Accuracy: 94.421769% Epoch 27, Batch 202753 -Loss: 0.0699 Validation Accuracy: 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-Loss: 0.1149 Validation Accuracy: 94.104308% Epoch 27, Batch 204801 -Loss: 0.0681 Validation Accuracy: 94.557823% Epoch 27, Batch 204929 -Loss: 0.0220 Validation Accuracy: 94.648526% Epoch 27, Batch 205057 -Loss: 0.0637 Validation Accuracy: 95.306122% Epoch 27, Batch 205185 -Loss: 0.0404 Validation Accuracy: 94.353741% Epoch 27, Batch 205313 -Loss: 0.0205 Validation Accuracy: 94.603175% Epoch 27, Batch 205441 -Loss: 0.1223 Validation Accuracy: 94.625850% Epoch 27, Batch 205569 -Loss: 0.0276 Validation Accuracy: 94.897959% Epoch 27, Batch 205697 -Loss: 0.0491 Validation Accuracy: 94.126984% Epoch 27, Batch 205825 -Loss: 0.0522 Validation Accuracy: 94.761905% Epoch 27, Batch 205953 -Loss: 0.0615 Validation Accuracy: 94.535147% Epoch 27, Batch 206081 -Loss: 0.1095 Validation Accuracy: 94.875283% Epoch 27, Batch 206209 -Loss: 0.0100 Validation Accuracy: 94.716553% Epoch 27, Batch 206337 -Loss: 0.0622 Validation Accuracy: 95.238095% Epoch 27, Batch 206465 -Loss: 0.0221 Validation Accuracy: 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-Loss: 0.0462 Validation Accuracy: 94.467120% Epoch 27, Batch 208513 -Loss: 0.0464 Validation Accuracy: 94.331066% Epoch 27, Batch 208641 -Loss: 0.0651 Validation Accuracy: 94.807256% Epoch 27, Batch 208769 -Loss: 0.0405 Validation Accuracy: 94.512472% Epoch 28, Batch 1 -Loss: 0.0537 Validation Accuracy: 94.421769% Epoch 28, Batch 129 -Loss: 0.0817 Validation Accuracy: 94.875283% Epoch 28, Batch 257 -Loss: 0.1118 Validation Accuracy: 94.784580% Epoch 28, Batch 385 -Loss: 0.0073 Validation Accuracy: 94.263039% Epoch 28, Batch 513 -Loss: 0.0354 Validation Accuracy: 94.580499% Epoch 28, Batch 641 -Loss: 0.1127 Validation Accuracy: 94.580499% Epoch 28, Batch 769 -Loss: 0.0553 Validation Accuracy: 94.081633% Epoch 28, Batch 897 -Loss: 0.0532 Validation Accuracy: 94.376417% Epoch 28, Batch 1025 -Loss: 0.0252 Validation Accuracy: 94.693878% Epoch 28, Batch 1153 -Loss: 0.0176 Validation Accuracy: 94.104308% Epoch 28, Batch 1281 -Loss: 0.0468 Validation Accuracy: 94.761905% Epoch 28, Batch 1409 -Loss: 0.0599 Validation Accuracy: 94.829932% Epoch 28, Batch 1537 -Loss: 0.0349 Validation Accuracy: 94.625850% Epoch 28, Batch 1665 -Loss: 0.0137 Validation Accuracy: 94.467120% Epoch 28, Batch 1793 -Loss: 0.0237 Validation Accuracy: 94.353742% Epoch 28, Batch 1921 -Loss: 0.0164 Validation Accuracy: 94.716553% Epoch 28, Batch 2049 -Loss: 0.0546 Validation Accuracy: 94.829932% Epoch 28, Batch 2177 -Loss: 0.0740 Validation Accuracy: 94.603175% Epoch 28, Batch 2305 -Loss: 0.0855 Validation Accuracy: 94.693878% Epoch 28, Batch 2433 -Loss: 0.0583 Validation Accuracy: 94.852608% Epoch 28, Batch 2561 -Loss: 0.0762 Validation Accuracy: 94.126984% Epoch 28, Batch 2689 -Loss: 0.0142 Validation Accuracy: 94.444444% Epoch 28, Batch 2817 -Loss: 0.0270 Validation Accuracy: 94.625850% Epoch 28, Batch 2945 -Loss: 0.1275 Validation Accuracy: 94.875283% Epoch 28, Batch 3073 -Loss: 0.1134 Validation Accuracy: 94.512472% Epoch 28, Batch 3201 -Loss: 0.0295 Validation Accuracy: 94.875283% Epoch 28, Batch 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Validation Accuracy: 94.807256% Epoch 28, Batch 12929 -Loss: 0.0403 Validation Accuracy: 94.716553% Epoch 28, Batch 13057 -Loss: 0.1146 Validation Accuracy: 94.421769% Epoch 28, Batch 13185 -Loss: 0.0719 Validation Accuracy: 94.580499% Epoch 28, Batch 13313 -Loss: 0.0475 Validation Accuracy: 94.240363% Epoch 28, Batch 13441 -Loss: 0.1876 Validation Accuracy: 94.625850% Epoch 28, Batch 13569 -Loss: 0.0933 Validation Accuracy: 93.854875% Epoch 28, Batch 13697 -Loss: 0.0454 Validation Accuracy: 94.467120% Epoch 28, Batch 13825 -Loss: 0.0244 Validation Accuracy: 94.195011% Epoch 28, Batch 13953 -Loss: 0.0746 Validation Accuracy: 93.990930% Epoch 28, Batch 14081 -Loss: 0.1054 Validation Accuracy: 94.512472% Epoch 28, Batch 14209 -Loss: 0.0915 Validation Accuracy: 94.217687% Epoch 28, Batch 14337 -Loss: 0.0419 Validation Accuracy: 94.149660% Epoch 28, Batch 14465 -Loss: 0.0714 Validation Accuracy: 93.809524% Epoch 28, Batch 14593 -Loss: 0.0434 Validation Accuracy: 94.149660% Epoch 28, Batch 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Validation Accuracy: 94.126984% Epoch 28, Batch 18561 -Loss: 0.0639 Validation Accuracy: 93.945578% Epoch 28, Batch 18689 -Loss: 0.0737 Validation Accuracy: 94.376417% Epoch 28, Batch 18817 -Loss: 0.0631 Validation Accuracy: 93.990930% Epoch 28, Batch 18945 -Loss: 0.1073 Validation Accuracy: 94.557823% Epoch 28, Batch 19073 -Loss: 0.0303 Validation Accuracy: 93.764172% Epoch 28, Batch 19201 -Loss: 0.0651 Validation Accuracy: 94.421769% Epoch 28, Batch 19329 -Loss: 0.0811 Validation Accuracy: 94.104308% Epoch 28, Batch 19457 -Loss: 0.0343 Validation Accuracy: 94.240363% Epoch 28, Batch 19585 -Loss: 0.0310 Validation Accuracy: 93.990930% Epoch 28, Batch 19713 -Loss: 0.0181 Validation Accuracy: 94.331066% Epoch 28, Batch 19841 -Loss: 0.0964 Validation Accuracy: 94.263039% Epoch 28, Batch 19969 -Loss: 0.0064 Validation Accuracy: 94.467120% Epoch 28, Batch 20097 -Loss: 0.0769 Validation Accuracy: 94.331066% Epoch 28, Batch 20225 -Loss: 0.0244 Validation Accuracy: 94.512472% Epoch 28, Batch 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Validation Accuracy: 94.467120% Epoch 28, Batch 24193 -Loss: 0.0250 Validation Accuracy: 94.535147% Epoch 28, Batch 24321 -Loss: 0.0603 Validation Accuracy: 94.784581% Epoch 28, Batch 24449 -Loss: 0.0607 Validation Accuracy: 94.535147% Epoch 28, Batch 24577 -Loss: 0.0407 Validation Accuracy: 94.331066% Epoch 28, Batch 24705 -Loss: 0.0533 Validation Accuracy: 94.421769% Epoch 28, Batch 24833 -Loss: 0.0536 Validation Accuracy: 94.648526% Epoch 28, Batch 24961 -Loss: 0.0555 Validation Accuracy: 94.263039% Epoch 28, Batch 25089 -Loss: 0.0354 Validation Accuracy: 94.512472% Epoch 28, Batch 25217 -Loss: 0.0389 Validation Accuracy: 94.557823% Epoch 28, Batch 25345 -Loss: 0.0507 Validation Accuracy: 94.535147% Epoch 28, Batch 25473 -Loss: 0.0666 Validation Accuracy: 94.399093% Epoch 28, Batch 25601 -Loss: 0.0967 Validation Accuracy: 94.421769% Epoch 28, Batch 25729 -Loss: 0.0672 Validation Accuracy: 94.240363% Epoch 28, Batch 25857 -Loss: 0.0242 Validation Accuracy: 94.739229% Epoch 28, Batch 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Validation Accuracy: 94.081633% Epoch 28, Batch 35457 -Loss: 0.0733 Validation Accuracy: 94.693878% Epoch 28, Batch 35585 -Loss: 0.0592 Validation Accuracy: 94.988662% Epoch 28, Batch 35713 -Loss: 0.0260 Validation Accuracy: 94.240363% Epoch 28, Batch 35841 -Loss: 0.0705 Validation Accuracy: 94.376417% Epoch 28, Batch 35969 -Loss: 0.1028 Validation Accuracy: 94.331066% Epoch 28, Batch 36097 -Loss: 0.0242 Validation Accuracy: 94.580499% Epoch 28, Batch 36225 -Loss: 0.0510 Validation Accuracy: 94.580499% Epoch 28, Batch 36353 -Loss: 0.0457 Validation Accuracy: 94.648526% Epoch 28, Batch 36481 -Loss: 0.0865 Validation Accuracy: 94.376417% Epoch 28, Batch 36609 -Loss: 0.0356 Validation Accuracy: 94.172336% Epoch 28, Batch 36737 -Loss: 0.0173 Validation Accuracy: 94.308390% Epoch 28, Batch 36865 -Loss: 0.0543 Validation Accuracy: 94.693878% Epoch 28, Batch 36993 -Loss: 0.0986 Validation Accuracy: 94.240363% Epoch 28, Batch 37121 -Loss: 0.0541 Validation Accuracy: 94.240363% Epoch 28, Batch 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Validation Accuracy: 94.784581% Epoch 28, Batch 41089 -Loss: 0.0447 Validation Accuracy: 94.761905% Epoch 28, Batch 41217 -Loss: 0.0433 Validation Accuracy: 94.557823% Epoch 28, Batch 41345 -Loss: 0.0742 Validation Accuracy: 94.126984% Epoch 28, Batch 41473 -Loss: 0.0528 Validation Accuracy: 93.900227% Epoch 28, Batch 41601 -Loss: 0.0652 Validation Accuracy: 94.376417% Epoch 28, Batch 41729 -Loss: 0.1315 Validation Accuracy: 94.512472% Epoch 28, Batch 41857 -Loss: 0.1041 Validation Accuracy: 94.399093% Epoch 28, Batch 41985 -Loss: 0.0934 Validation Accuracy: 94.399093% Epoch 28, Batch 42113 -Loss: 0.0240 Validation Accuracy: 94.263039% Epoch 28, Batch 42241 -Loss: 0.0693 Validation Accuracy: 94.149660% Epoch 28, Batch 42369 -Loss: 0.0313 Validation Accuracy: 94.308390% Epoch 28, Batch 42497 -Loss: 0.0496 Validation Accuracy: 94.716553% Epoch 28, Batch 42625 -Loss: 0.0431 Validation Accuracy: 94.081633% Epoch 28, Batch 42753 -Loss: 0.0542 Validation Accuracy: 94.467120% Epoch 28, Batch 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Validation Accuracy: 93.968254% Epoch 28, Batch 46721 -Loss: 0.1084 Validation Accuracy: 94.104308% Epoch 28, Batch 46849 -Loss: 0.1353 Validation Accuracy: 94.263039% Epoch 28, Batch 46977 -Loss: 0.0730 Validation Accuracy: 94.285714% Epoch 28, Batch 47105 -Loss: 0.0258 Validation Accuracy: 93.628118% Epoch 28, Batch 47233 -Loss: 0.0580 Validation Accuracy: 94.331066% Epoch 28, Batch 47361 -Loss: 0.0165 Validation Accuracy: 93.945578% Epoch 28, Batch 47489 -Loss: 0.1496 Validation Accuracy: 94.149660% Epoch 28, Batch 47617 -Loss: 0.1045 Validation Accuracy: 93.968254% Epoch 28, Batch 47745 -Loss: 0.0408 Validation Accuracy: 93.854875% Epoch 28, Batch 47873 -Loss: 0.0189 Validation Accuracy: 93.945578% Epoch 28, Batch 48001 -Loss: 0.0263 Validation Accuracy: 93.809524% Epoch 28, Batch 48129 -Loss: 0.0663 Validation Accuracy: 93.764172% Epoch 28, Batch 48257 -Loss: 0.0352 Validation Accuracy: 93.809524% Epoch 28, Batch 48385 -Loss: 0.0221 Validation Accuracy: 93.514739% Epoch 28, Batch 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Validation Accuracy: 93.922902% Epoch 28, Batch 52353 -Loss: 0.1089 Validation Accuracy: 93.469388% Epoch 28, Batch 52481 -Loss: 0.0613 Validation Accuracy: 93.696145% Epoch 28, Batch 52609 -Loss: 0.0518 Validation Accuracy: 93.877551% Epoch 28, Batch 52737 -Loss: 0.0065 Validation Accuracy: 93.718821% Epoch 28, Batch 52865 -Loss: 0.0371 Validation Accuracy: 93.854875% Epoch 28, Batch 52993 -Loss: 0.0828 Validation Accuracy: 93.968254% Epoch 28, Batch 53121 -Loss: 0.0397 Validation Accuracy: 94.263039% Epoch 28, Batch 53249 -Loss: 0.0397 Validation Accuracy: 93.741497% Epoch 28, Batch 53377 -Loss: 0.0046 Validation Accuracy: 94.126984% Epoch 28, Batch 53505 -Loss: 0.0143 Validation Accuracy: 94.036281% Epoch 28, Batch 53633 -Loss: 0.0727 Validation Accuracy: 94.263039% Epoch 28, Batch 53761 -Loss: 0.0279 Validation Accuracy: 94.013605% Epoch 28, Batch 53889 -Loss: 0.0835 Validation Accuracy: 94.217687% Epoch 28, Batch 54017 -Loss: 0.1222 Validation Accuracy: 94.058957% Epoch 28, Batch 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Validation Accuracy: 93.922902% Epoch 28, Batch 57985 -Loss: 0.0314 Validation Accuracy: 93.764172% Epoch 28, Batch 58113 -Loss: 0.1213 Validation Accuracy: 93.990930% Epoch 28, Batch 58241 -Loss: 0.1225 Validation Accuracy: 94.058957% Epoch 28, Batch 58369 -Loss: 0.0565 Validation Accuracy: 93.922902% Epoch 28, Batch 58497 -Loss: 0.0113 Validation Accuracy: 94.263039% Epoch 28, Batch 58625 -Loss: 0.0588 Validation Accuracy: 94.149660% Epoch 28, Batch 58753 -Loss: 0.0565 Validation Accuracy: 93.650794% Epoch 28, Batch 58881 -Loss: 0.2042 Validation Accuracy: 94.013605% Epoch 28, Batch 59009 -Loss: 0.0403 Validation Accuracy: 94.376417% Epoch 28, Batch 59137 -Loss: 0.0076 Validation Accuracy: 93.945578% Epoch 28, Batch 59265 -Loss: 0.0559 Validation Accuracy: 93.560091% Epoch 28, Batch 59393 -Loss: 0.1296 Validation Accuracy: 93.628118% Epoch 28, Batch 59521 -Loss: 0.0420 Validation Accuracy: 93.786848% Epoch 28, Batch 59649 -Loss: 0.0317 Validation Accuracy: 94.036281% Epoch 28, Batch 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Validation Accuracy: 94.195011% Epoch 28, Batch 63617 -Loss: 0.1728 Validation Accuracy: 94.557823% Epoch 28, Batch 63745 -Loss: 0.0354 Validation Accuracy: 94.217687% Epoch 28, Batch 63873 -Loss: 0.0316 Validation Accuracy: 94.172336% Epoch 28, Batch 64001 -Loss: 0.0817 Validation Accuracy: 94.421769% Epoch 28, Batch 64129 -Loss: 0.0983 Validation Accuracy: 94.467120% Epoch 28, Batch 64257 -Loss: 0.0896 Validation Accuracy: 94.535147% Epoch 28, Batch 64385 -Loss: 0.0456 Validation Accuracy: 94.104308% Epoch 28, Batch 64513 -Loss: 0.0292 Validation Accuracy: 94.557823% Epoch 28, Batch 64641 -Loss: 0.0082 Validation Accuracy: 94.263039% Epoch 28, Batch 64769 -Loss: 0.0873 Validation Accuracy: 94.512472% Epoch 28, Batch 64897 -Loss: 0.0367 Validation Accuracy: 94.399093% Epoch 28, Batch 65025 -Loss: 0.0472 Validation Accuracy: 94.444444% Epoch 28, Batch 65153 -Loss: 0.0827 Validation Accuracy: 94.580499% Epoch 28, Batch 65281 -Loss: 0.0072 Validation Accuracy: 94.331066% Epoch 28, Batch 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Validation Accuracy: 94.285714% Epoch 28, Batch 69249 -Loss: 0.0760 Validation Accuracy: 94.557823% Epoch 28, Batch 69377 -Loss: 0.0385 Validation Accuracy: 94.263039% Epoch 28, Batch 69505 -Loss: 0.0605 Validation Accuracy: 94.467120% Epoch 28, Batch 69633 -Loss: 0.0618 Validation Accuracy: 94.467120% Epoch 28, Batch 69761 -Loss: 0.0565 Validation Accuracy: 93.922903% Epoch 28, Batch 69889 -Loss: 0.0713 Validation Accuracy: 94.376417% Epoch 28, Batch 70017 -Loss: 0.0912 Validation Accuracy: 94.331066% Epoch 28, Batch 70145 -Loss: 0.0955 Validation Accuracy: 94.285714% Epoch 28, Batch 70273 -Loss: 0.0501 Validation Accuracy: 94.195011% Epoch 28, Batch 70401 -Loss: 0.0748 Validation Accuracy: 94.376417% Epoch 28, Batch 70529 -Loss: 0.0864 Validation Accuracy: 94.557823% Epoch 28, Batch 70657 -Loss: 0.0468 Validation Accuracy: 94.693878% Epoch 28, Batch 70785 -Loss: 0.0706 Validation Accuracy: 94.399093% Epoch 28, Batch 70913 -Loss: 0.0358 Validation Accuracy: 94.263039% Epoch 28, Batch 71041 -Loss: 0.0473 Validation Accuracy: 94.535147% Epoch 28, Batch 71169 -Loss: 0.0536 Validation Accuracy: 94.512472% Epoch 28, Batch 71297 -Loss: 0.0451 Validation Accuracy: 94.376417% Epoch 28, Batch 71425 -Loss: 0.1477 Validation Accuracy: 94.195011% Epoch 28, Batch 71553 -Loss: 0.0344 Validation Accuracy: 94.761905% Epoch 28, Batch 71681 -Loss: 0.0514 Validation Accuracy: 94.308390% Epoch 28, Batch 71809 -Loss: 0.0849 Validation Accuracy: 94.126984% Epoch 28, Batch 71937 -Loss: 0.0189 Validation Accuracy: 94.331066% Epoch 28, Batch 72065 -Loss: 0.0299 Validation Accuracy: 94.308390% Epoch 28, Batch 72193 -Loss: 0.0299 Validation Accuracy: 94.195011% Epoch 28, Batch 72321 -Loss: 0.0808 Validation Accuracy: 93.990930% Epoch 28, Batch 72449 -Loss: 0.0556 Validation Accuracy: 94.512472% Epoch 28, Batch 72577 -Loss: 0.0963 Validation Accuracy: 94.172336% Epoch 28, Batch 72705 -Loss: 0.0460 Validation Accuracy: 94.467120% Epoch 28, Batch 72833 -Loss: 0.0974 Validation Accuracy: 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Validation Accuracy: 93.968254% Epoch 28, Batch 74881 -Loss: 0.0774 Validation Accuracy: 94.376417% Epoch 28, Batch 75009 -Loss: 0.0847 Validation Accuracy: 94.308390% Epoch 28, Batch 75137 -Loss: 0.0875 Validation Accuracy: 94.353741% Epoch 28, Batch 75265 -Loss: 0.0328 Validation Accuracy: 94.603175% Epoch 28, Batch 75393 -Loss: 0.0329 Validation Accuracy: 93.968254% Epoch 28, Batch 75521 -Loss: 0.0850 Validation Accuracy: 94.467120% Epoch 28, Batch 75649 -Loss: 0.0953 Validation Accuracy: 94.217687% Epoch 28, Batch 75777 -Loss: 0.1240 Validation Accuracy: 94.217687% Epoch 28, Batch 75905 -Loss: 0.1532 Validation Accuracy: 94.126984% Epoch 28, Batch 76033 -Loss: 0.0935 Validation Accuracy: 94.126984% Epoch 28, Batch 76161 -Loss: 0.1160 Validation Accuracy: 94.013605% Epoch 28, Batch 76289 -Loss: 0.0321 Validation Accuracy: 94.444444% Epoch 28, Batch 76417 -Loss: 0.0373 Validation Accuracy: 94.376417% Epoch 28, Batch 76545 -Loss: 0.0302 Validation Accuracy: 94.126984% Epoch 28, Batch 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Validation Accuracy: 94.965986% Epoch 28, Batch 80513 -Loss: 0.1771 Validation Accuracy: 94.467120% Epoch 28, Batch 80641 -Loss: 0.0142 Validation Accuracy: 94.557823% Epoch 28, Batch 80769 -Loss: 0.0823 Validation Accuracy: 94.240363% Epoch 28, Batch 80897 -Loss: 0.0199 Validation Accuracy: 94.625850% Epoch 28, Batch 81025 -Loss: 0.0740 Validation Accuracy: 94.376417% Epoch 28, Batch 81153 -Loss: 0.0553 Validation Accuracy: 94.625850% Epoch 28, Batch 81281 -Loss: 0.0182 Validation Accuracy: 94.739229% Epoch 28, Batch 81409 -Loss: 0.0422 Validation Accuracy: 94.535147% Epoch 28, Batch 81537 -Loss: 0.0056 Validation Accuracy: 94.784580% Epoch 28, Batch 81665 -Loss: 0.1135 Validation Accuracy: 94.807256% Epoch 28, Batch 81793 -Loss: 0.0733 Validation Accuracy: 94.467120% Epoch 28, Batch 81921 -Loss: 0.1004 Validation Accuracy: 94.535147% Epoch 28, Batch 82049 -Loss: 0.0255 Validation Accuracy: 94.444444% Epoch 28, Batch 82177 -Loss: 0.0278 Validation Accuracy: 94.308390% Epoch 28, Batch 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Validation Accuracy: 94.331066% Epoch 28, Batch 86145 -Loss: 0.0456 Validation Accuracy: 93.900227% Epoch 28, Batch 86273 -Loss: 0.1179 Validation Accuracy: 94.195011% Epoch 28, Batch 86401 -Loss: 0.1251 Validation Accuracy: 94.126984% Epoch 28, Batch 86529 -Loss: 0.0427 Validation Accuracy: 94.399093% Epoch 28, Batch 86657 -Loss: 0.0978 Validation Accuracy: 93.945578% Epoch 28, Batch 86785 -Loss: 0.0401 Validation Accuracy: 94.852608% Epoch 28, Batch 86913 -Loss: 0.0157 Validation Accuracy: 94.421769% Epoch 28, Batch 87041 -Loss: 0.0535 Validation Accuracy: 94.807256% Epoch 28, Batch 87169 -Loss: 0.0103 Validation Accuracy: 94.603175% Epoch 28, Batch 87297 -Loss: 0.0260 Validation Accuracy: 94.580499% Epoch 28, Batch 87425 -Loss: 0.0662 Validation Accuracy: 94.308390% Epoch 28, Batch 87553 -Loss: 0.0958 Validation Accuracy: 94.353741% Epoch 28, Batch 87681 -Loss: 0.1074 Validation Accuracy: 93.990930% Epoch 28, Batch 87809 -Loss: 0.1163 Validation Accuracy: 94.331066% Epoch 28, Batch 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Validation Accuracy: 94.263039% Epoch 28, Batch 91777 -Loss: 0.0737 Validation Accuracy: 94.308390% Epoch 28, Batch 91905 -Loss: 0.0295 Validation Accuracy: 94.217687% Epoch 28, Batch 92033 -Loss: 0.0193 Validation Accuracy: 94.376417% Epoch 28, Batch 92161 -Loss: 0.0307 Validation Accuracy: 94.399093% Epoch 28, Batch 92289 -Loss: 0.0254 Validation Accuracy: 94.331066% Epoch 28, Batch 92417 -Loss: 0.0280 Validation Accuracy: 94.285714% Epoch 28, Batch 92545 -Loss: 0.0265 Validation Accuracy: 94.081633% Epoch 28, Batch 92673 -Loss: 0.1400 Validation Accuracy: 93.696145% Epoch 28, Batch 92801 -Loss: 0.0511 Validation Accuracy: 94.263039% Epoch 28, Batch 92929 -Loss: 0.1319 Validation Accuracy: 93.922903% Epoch 28, Batch 93057 -Loss: 0.0584 Validation Accuracy: 94.013605% Epoch 28, Batch 93185 -Loss: 0.0503 Validation Accuracy: 93.492064% Epoch 28, Batch 93313 -Loss: 0.0641 Validation Accuracy: 93.537415% Epoch 28, Batch 93441 -Loss: 0.0551 Validation Accuracy: 93.242630% Epoch 28, Batch 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Validation Accuracy: 94.421769% Epoch 28, Batch 97409 -Loss: 0.1323 Validation Accuracy: 94.240363% Epoch 28, Batch 97537 -Loss: 0.0714 Validation Accuracy: 93.809524% Epoch 28, Batch 97665 -Loss: 0.1895 Validation Accuracy: 94.444444% Epoch 28, Batch 97793 -Loss: 0.1074 Validation Accuracy: 93.990930% Epoch 28, Batch 97921 -Loss: 0.0638 Validation Accuracy: 94.285714% Epoch 28, Batch 98049 -Loss: 0.0488 Validation Accuracy: 94.195011% Epoch 28, Batch 98177 -Loss: 0.0494 Validation Accuracy: 94.421769% Epoch 28, Batch 98305 -Loss: 0.1144 Validation Accuracy: 94.036281% Epoch 28, Batch 98433 -Loss: 0.0602 Validation Accuracy: 94.308390% Epoch 28, Batch 98561 -Loss: 0.0225 Validation Accuracy: 93.990930% Epoch 28, Batch 98689 -Loss: 0.0805 Validation Accuracy: 94.149660% Epoch 28, Batch 98817 -Loss: 0.0352 Validation Accuracy: 94.036281% Epoch 28, Batch 98945 -Loss: 0.0465 Validation Accuracy: 94.058957% Epoch 28, Batch 99073 -Loss: 0.0311 Validation Accuracy: 93.333333% Epoch 28, Batch 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-Loss: 0.0146 Validation Accuracy: 93.945578% Epoch 28, Batch 103041 -Loss: 0.0419 Validation Accuracy: 94.036281% Epoch 28, Batch 103169 -Loss: 0.0536 Validation Accuracy: 94.240363% Epoch 28, Batch 103297 -Loss: 0.0552 Validation Accuracy: 94.421769% Epoch 28, Batch 103425 -Loss: 0.0990 Validation Accuracy: 94.829932% Epoch 28, Batch 103553 -Loss: 0.0395 Validation Accuracy: 94.308390% Epoch 28, Batch 103681 -Loss: 0.0442 Validation Accuracy: 94.693878% Epoch 28, Batch 103809 -Loss: 0.1034 Validation Accuracy: 94.421769% Epoch 28, Batch 103937 -Loss: 0.0877 Validation Accuracy: 94.376417% Epoch 28, Batch 104065 -Loss: 0.0203 Validation Accuracy: 94.716553% Epoch 28, Batch 104193 -Loss: 0.0759 Validation Accuracy: 94.716553% Epoch 28, Batch 104321 -Loss: 0.0308 Validation Accuracy: 94.875283% Epoch 28, Batch 104449 -Loss: 0.1109 Validation Accuracy: 94.693878% Epoch 28, Batch 104577 -Loss: 0.0767 Validation Accuracy: 94.807256% Epoch 28, Batch 104705 -Loss: 0.1549 Validation Accuracy: 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-Loss: 0.1376 Validation Accuracy: 94.104308% Epoch 28, Batch 106753 -Loss: 0.0458 Validation Accuracy: 94.421769% Epoch 28, Batch 106881 -Loss: 0.0635 Validation Accuracy: 94.512472% Epoch 28, Batch 107009 -Loss: 0.0553 Validation Accuracy: 94.693878% Epoch 28, Batch 107137 -Loss: 0.0801 Validation Accuracy: 94.149660% Epoch 28, Batch 107265 -Loss: 0.0625 Validation Accuracy: 94.807256% Epoch 28, Batch 107393 -Loss: 0.0198 Validation Accuracy: 94.852608% Epoch 28, Batch 107521 -Loss: 0.0421 Validation Accuracy: 94.126984% Epoch 28, Batch 107649 -Loss: 0.0494 Validation Accuracy: 94.376417% Epoch 28, Batch 107777 -Loss: 0.0486 Validation Accuracy: 94.739229% Epoch 28, Batch 107905 -Loss: 0.1091 Validation Accuracy: 93.945578% Epoch 28, Batch 108033 -Loss: 0.0842 Validation Accuracy: 94.149660% Epoch 28, Batch 108161 -Loss: 0.0225 Validation Accuracy: 94.195011% Epoch 28, Batch 108289 -Loss: 0.0736 Validation Accuracy: 94.058957% Epoch 28, Batch 108417 -Loss: 0.1042 Validation Accuracy: 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-Loss: 0.1116 Validation Accuracy: 94.013605% Epoch 28, Batch 110465 -Loss: 0.0249 Validation Accuracy: 94.058957% Epoch 28, Batch 110593 -Loss: 0.0806 Validation Accuracy: 93.900227% Epoch 28, Batch 110721 -Loss: 0.0151 Validation Accuracy: 94.444444% Epoch 28, Batch 110849 -Loss: 0.1650 Validation Accuracy: 93.922903% Epoch 28, Batch 110977 -Loss: 0.1075 Validation Accuracy: 93.922903% Epoch 28, Batch 111105 -Loss: 0.0337 Validation Accuracy: 93.696145% Epoch 28, Batch 111233 -Loss: 0.0512 Validation Accuracy: 94.036281% Epoch 28, Batch 111361 -Loss: 0.0512 Validation Accuracy: 94.081633% Epoch 28, Batch 111489 -Loss: 0.1281 Validation Accuracy: 94.172336% Epoch 28, Batch 111617 -Loss: 0.0519 Validation Accuracy: 94.104308% Epoch 28, Batch 111745 -Loss: 0.0709 Validation Accuracy: 93.832200% Epoch 28, Batch 111873 -Loss: 0.1312 Validation Accuracy: 94.331066% Epoch 28, Batch 112001 -Loss: 0.1005 Validation Accuracy: 93.900227% Epoch 28, Batch 112129 -Loss: 0.0522 Validation Accuracy: 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-Loss: 0.0991 Validation Accuracy: 94.557823% Epoch 28, Batch 114177 -Loss: 0.0116 Validation Accuracy: 94.308390% Epoch 28, Batch 114305 -Loss: 0.0880 Validation Accuracy: 93.877551% Epoch 28, Batch 114433 -Loss: 0.0385 Validation Accuracy: 94.013605% Epoch 28, Batch 114561 -Loss: 0.0504 Validation Accuracy: 94.081633% Epoch 28, Batch 114689 -Loss: 0.0358 Validation Accuracy: 94.399093% Epoch 28, Batch 114817 -Loss: 0.0406 Validation Accuracy: 94.013605% Epoch 28, Batch 114945 -Loss: 0.0973 Validation Accuracy: 94.172336% Epoch 28, Batch 115073 -Loss: 0.0691 Validation Accuracy: 94.081633% Epoch 28, Batch 115201 -Loss: 0.0339 Validation Accuracy: 94.081633% Epoch 28, Batch 115329 -Loss: 0.0310 Validation Accuracy: 94.013605% Epoch 28, Batch 115457 -Loss: 0.0461 Validation Accuracy: 93.673469% Epoch 28, Batch 115585 -Loss: 0.0296 Validation Accuracy: 93.741497% Epoch 28, Batch 115713 -Loss: 0.0281 Validation Accuracy: 94.331066% Epoch 28, Batch 115841 -Loss: 0.1150 Validation Accuracy: 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-Loss: 0.0751 Validation Accuracy: 93.990930% Epoch 28, Batch 117889 -Loss: 0.0897 Validation Accuracy: 94.013605% Epoch 28, Batch 118017 -Loss: 0.0293 Validation Accuracy: 93.877551% Epoch 28, Batch 118145 -Loss: 0.0221 Validation Accuracy: 94.058957% Epoch 28, Batch 118273 -Loss: 0.0404 Validation Accuracy: 94.058957% Epoch 28, Batch 118401 -Loss: 0.1171 Validation Accuracy: 93.764172% Epoch 28, Batch 118529 -Loss: 0.0861 Validation Accuracy: 93.809524% Epoch 28, Batch 118657 -Loss: 0.0987 Validation Accuracy: 93.922903% Epoch 28, Batch 118785 -Loss: 0.0855 Validation Accuracy: 94.104308% Epoch 28, Batch 118913 -Loss: 0.0550 Validation Accuracy: 94.353741% Epoch 28, Batch 119041 -Loss: 0.1903 Validation Accuracy: 94.376417% Epoch 28, Batch 119169 -Loss: 0.0753 Validation Accuracy: 93.741497% Epoch 28, Batch 119297 -Loss: 0.1037 Validation Accuracy: 94.126984% Epoch 28, Batch 119425 -Loss: 0.0473 Validation Accuracy: 94.240363% Epoch 28, Batch 119553 -Loss: 0.0391 Validation Accuracy: 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-Loss: 0.0416 Validation Accuracy: 94.557823% Epoch 28, Batch 121601 -Loss: 0.0529 Validation Accuracy: 94.648526% Epoch 28, Batch 121729 -Loss: 0.1353 Validation Accuracy: 94.761905% Epoch 28, Batch 121857 -Loss: 0.0617 Validation Accuracy: 94.852608% Epoch 28, Batch 121985 -Loss: 0.0460 Validation Accuracy: 94.467120% Epoch 28, Batch 122113 -Loss: 0.2703 Validation Accuracy: 94.444444% Epoch 28, Batch 122241 -Loss: 0.0483 Validation Accuracy: 94.126984% Epoch 28, Batch 122369 -Loss: 0.0930 Validation Accuracy: 94.421769% Epoch 28, Batch 122497 -Loss: 0.0671 Validation Accuracy: 93.877551% Epoch 28, Batch 122625 -Loss: 0.0712 Validation Accuracy: 94.444444% Epoch 28, Batch 122753 -Loss: 0.0915 Validation Accuracy: 94.104308% Epoch 28, Batch 122881 -Loss: 0.0294 Validation Accuracy: 94.331066% Epoch 28, Batch 123009 -Loss: 0.1068 Validation Accuracy: 93.854875% Epoch 28, Batch 123137 -Loss: 0.0973 Validation Accuracy: 94.104308% Epoch 28, Batch 123265 -Loss: 0.1077 Validation Accuracy: 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-Loss: 0.0284 Validation Accuracy: 94.126984% Epoch 28, Batch 125313 -Loss: 0.1068 Validation Accuracy: 93.832200% Epoch 28, Batch 125441 -Loss: 0.0096 Validation Accuracy: 94.331066% Epoch 28, Batch 125569 -Loss: 0.0184 Validation Accuracy: 94.421769% Epoch 28, Batch 125697 -Loss: 0.0514 Validation Accuracy: 94.036281% Epoch 28, Batch 125825 -Loss: 0.0952 Validation Accuracy: 94.421769% Epoch 28, Batch 125953 -Loss: 0.1037 Validation Accuracy: 94.081633% Epoch 28, Batch 126081 -Loss: 0.0475 Validation Accuracy: 94.535147% Epoch 28, Batch 126209 -Loss: 0.0465 Validation Accuracy: 94.285714% Epoch 28, Batch 126337 -Loss: 0.0309 Validation Accuracy: 93.809524% Epoch 28, Batch 126465 -Loss: 0.0973 Validation Accuracy: 94.172336% Epoch 28, Batch 126593 -Loss: 0.0208 Validation Accuracy: 94.217687% Epoch 28, Batch 126721 -Loss: 0.0509 Validation Accuracy: 94.149660% Epoch 28, Batch 126849 -Loss: 0.0716 Validation Accuracy: 94.285714% Epoch 28, Batch 126977 -Loss: 0.0223 Validation Accuracy: 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-Loss: 0.1326 Validation Accuracy: 93.854875% Epoch 28, Batch 129025 -Loss: 0.0825 Validation Accuracy: 94.557823% Epoch 28, Batch 129153 -Loss: 0.0279 Validation Accuracy: 94.240363% Epoch 28, Batch 129281 -Loss: 0.0486 Validation Accuracy: 94.308390% Epoch 28, Batch 129409 -Loss: 0.0236 Validation Accuracy: 93.809524% Epoch 28, Batch 129537 -Loss: 0.0908 Validation Accuracy: 94.399093% Epoch 28, Batch 129665 -Loss: 0.0201 Validation Accuracy: 94.489796% Epoch 28, Batch 129793 -Loss: 0.1253 Validation Accuracy: 93.854875% Epoch 28, Batch 129921 -Loss: 0.0299 Validation Accuracy: 94.172336% Epoch 28, Batch 130049 -Loss: 0.0528 Validation Accuracy: 93.877551% Epoch 28, Batch 130177 -Loss: 0.0220 Validation Accuracy: 94.036281% Epoch 28, Batch 130305 -Loss: 0.0461 Validation Accuracy: 94.149660% Epoch 28, Batch 130433 -Loss: 0.0706 Validation Accuracy: 94.240363% Epoch 28, Batch 130561 -Loss: 0.1207 Validation Accuracy: 94.444444% Epoch 28, Batch 130689 -Loss: 0.0213 Validation Accuracy: 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-Loss: 0.0534 Validation Accuracy: 94.263039% Epoch 28, Batch 132737 -Loss: 0.0940 Validation Accuracy: 94.829932% Epoch 28, Batch 132865 -Loss: 0.0602 Validation Accuracy: 94.036281% Epoch 28, Batch 132993 -Loss: 0.0936 Validation Accuracy: 94.058957% Epoch 28, Batch 133121 -Loss: 0.0512 Validation Accuracy: 94.444444% Epoch 28, Batch 133249 -Loss: 0.0356 Validation Accuracy: 94.263039% Epoch 28, Batch 133377 -Loss: 0.0529 Validation Accuracy: 93.968254% Epoch 28, Batch 133505 -Loss: 0.0505 Validation Accuracy: 93.922902% Epoch 28, Batch 133633 -Loss: 0.0653 Validation Accuracy: 94.104308% Epoch 28, Batch 133761 -Loss: 0.0411 Validation Accuracy: 93.696145% Epoch 28, Batch 133889 -Loss: 0.0325 Validation Accuracy: 93.605442% Epoch 28, Batch 134017 -Loss: 0.0195 Validation Accuracy: 94.195011% Epoch 28, Batch 134145 -Loss: 0.0316 Validation Accuracy: 94.036281% Epoch 28, Batch 134273 -Loss: 0.0691 Validation Accuracy: 93.968254% Epoch 28, Batch 134401 -Loss: 0.0876 Validation Accuracy: 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-Loss: 0.1038 Validation Accuracy: 94.104308% Epoch 28, Batch 136449 -Loss: 0.0130 Validation Accuracy: 93.854875% Epoch 28, Batch 136577 -Loss: 0.0531 Validation Accuracy: 94.126984% Epoch 28, Batch 136705 -Loss: 0.0297 Validation Accuracy: 94.399093% Epoch 28, Batch 136833 -Loss: 0.1260 Validation Accuracy: 94.444444% Epoch 28, Batch 136961 -Loss: 0.0608 Validation Accuracy: 94.693878% Epoch 28, Batch 137089 -Loss: 0.0293 Validation Accuracy: 94.285714% Epoch 28, Batch 137217 -Loss: 0.0382 Validation Accuracy: 94.512472% Epoch 28, Batch 137345 -Loss: 0.0399 Validation Accuracy: 93.968254% Epoch 28, Batch 137473 -Loss: 0.0612 Validation Accuracy: 94.263039% Epoch 28, Batch 137601 -Loss: 0.0973 Validation Accuracy: 94.625850% Epoch 28, Batch 137729 -Loss: 0.1413 Validation Accuracy: 94.331066% Epoch 28, Batch 137857 -Loss: 0.0339 Validation Accuracy: 94.263039% Epoch 28, Batch 137985 -Loss: 0.0509 Validation Accuracy: 94.625850% Epoch 28, Batch 138113 -Loss: 0.0335 Validation Accuracy: 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-Loss: 0.0265 Validation Accuracy: 94.625850% Epoch 28, Batch 140161 -Loss: 0.1321 Validation Accuracy: 94.058957% Epoch 28, Batch 140289 -Loss: 0.0282 Validation Accuracy: 94.172336% Epoch 28, Batch 140417 -Loss: 0.0103 Validation Accuracy: 94.172336% Epoch 28, Batch 140545 -Loss: 0.1441 Validation Accuracy: 94.126984% Epoch 28, Batch 140673 -Loss: 0.0975 Validation Accuracy: 94.240363% Epoch 28, Batch 140801 -Loss: 0.0278 Validation Accuracy: 94.648526% Epoch 28, Batch 140929 -Loss: 0.0657 Validation Accuracy: 94.013605% Epoch 28, Batch 141057 -Loss: 0.1229 Validation Accuracy: 93.696145% Epoch 28, Batch 141185 -Loss: 0.0823 Validation Accuracy: 94.126984% Epoch 28, Batch 141313 -Loss: 0.1457 Validation Accuracy: 93.673469% Epoch 28, Batch 141441 -Loss: 0.0340 Validation Accuracy: 93.741497% Epoch 28, Batch 141569 -Loss: 0.1075 Validation Accuracy: 94.126984% Epoch 28, Batch 141697 -Loss: 0.1073 Validation Accuracy: 93.854875% Epoch 28, Batch 141825 -Loss: 0.0550 Validation Accuracy: 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-Loss: 0.1879 Validation Accuracy: 93.809524% Epoch 28, Batch 143873 -Loss: 0.0824 Validation Accuracy: 93.922902% Epoch 28, Batch 144001 -Loss: 0.0722 Validation Accuracy: 94.126984% Epoch 28, Batch 144129 -Loss: 0.0837 Validation Accuracy: 93.877551% Epoch 28, Batch 144257 -Loss: 0.0141 Validation Accuracy: 94.081633% Epoch 28, Batch 144385 -Loss: 0.0453 Validation Accuracy: 93.922902% Epoch 28, Batch 144513 -Loss: 0.0235 Validation Accuracy: 94.217687% Epoch 28, Batch 144641 -Loss: 0.0446 Validation Accuracy: 94.285714% Epoch 28, Batch 144769 -Loss: 0.0541 Validation Accuracy: 93.809524% Epoch 28, Batch 144897 -Loss: 0.0094 Validation Accuracy: 93.786848% Epoch 28, Batch 145025 -Loss: 0.0738 Validation Accuracy: 93.945578% Epoch 28, Batch 145153 -Loss: 0.0429 Validation Accuracy: 94.308390% Epoch 28, Batch 145281 -Loss: 0.0584 Validation Accuracy: 94.217687% Epoch 28, Batch 145409 -Loss: 0.0472 Validation Accuracy: 94.081633% Epoch 28, Batch 145537 -Loss: 0.2231 Validation Accuracy: 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-Loss: 0.0664 Validation Accuracy: 94.058957% Epoch 28, Batch 147585 -Loss: 0.0786 Validation Accuracy: 94.467120% Epoch 28, Batch 147713 -Loss: 0.0708 Validation Accuracy: 93.832200% Epoch 28, Batch 147841 -Loss: 0.0436 Validation Accuracy: 94.489796% Epoch 28, Batch 147969 -Loss: 0.0543 Validation Accuracy: 94.285714% Epoch 28, Batch 148097 -Loss: 0.0136 Validation Accuracy: 94.557823% Epoch 28, Batch 148225 -Loss: 0.0566 Validation Accuracy: 94.308390% Epoch 28, Batch 148353 -Loss: 0.0438 Validation Accuracy: 94.308390% Epoch 28, Batch 148481 -Loss: 0.0374 Validation Accuracy: 94.240363% Epoch 28, Batch 148609 -Loss: 0.0369 Validation Accuracy: 94.399093% Epoch 28, Batch 148737 -Loss: 0.0411 Validation Accuracy: 94.376417% Epoch 28, Batch 148865 -Loss: 0.0376 Validation Accuracy: 94.263039% Epoch 28, Batch 148993 -Loss: 0.0635 Validation Accuracy: 93.990930% Epoch 28, Batch 149121 -Loss: 0.0216 Validation Accuracy: 94.353741% Epoch 28, Batch 149249 -Loss: 0.0241 Validation Accuracy: 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-Loss: 0.0267 Validation Accuracy: 94.149660% Epoch 28, Batch 151297 -Loss: 0.0776 Validation Accuracy: 94.489796% Epoch 28, Batch 151425 -Loss: 0.0743 Validation Accuracy: 94.036281% Epoch 28, Batch 151553 -Loss: 0.1065 Validation Accuracy: 94.399093% Epoch 28, Batch 151681 -Loss: 0.0375 Validation Accuracy: 94.058957% Epoch 28, Batch 151809 -Loss: 0.1080 Validation Accuracy: 94.331066% Epoch 28, Batch 151937 -Loss: 0.0279 Validation Accuracy: 94.580499% Epoch 28, Batch 152065 -Loss: 0.0836 Validation Accuracy: 94.376417% Epoch 28, Batch 152193 -Loss: 0.0694 Validation Accuracy: 94.240363% Epoch 28, Batch 152321 -Loss: 0.2524 Validation Accuracy: 94.535147% Epoch 28, Batch 152449 -Loss: 0.1010 Validation Accuracy: 94.104308% Epoch 28, Batch 152577 -Loss: 0.0636 Validation Accuracy: 94.512472% Epoch 28, Batch 152705 -Loss: 0.0405 Validation Accuracy: 94.308390% Epoch 28, Batch 152833 -Loss: 0.1145 Validation Accuracy: 94.489796% Epoch 28, Batch 152961 -Loss: 0.1040 Validation Accuracy: 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-Loss: 0.0901 Validation Accuracy: 94.399093% Epoch 28, Batch 155009 -Loss: 0.0357 Validation Accuracy: 93.605442% Epoch 28, Batch 155137 -Loss: 0.0836 Validation Accuracy: 93.968254% Epoch 28, Batch 155265 -Loss: 0.0415 Validation Accuracy: 93.832200% Epoch 28, Batch 155393 -Loss: 0.0760 Validation Accuracy: 93.809524% Epoch 28, Batch 155521 -Loss: 0.1063 Validation Accuracy: 93.854875% Epoch 28, Batch 155649 -Loss: 0.1430 Validation Accuracy: 94.353741% Epoch 28, Batch 155777 -Loss: 0.0138 Validation Accuracy: 93.900227% Epoch 28, Batch 155905 -Loss: 0.0795 Validation Accuracy: 94.081633% Epoch 28, Batch 156033 -Loss: 0.0787 Validation Accuracy: 94.081633% Epoch 28, Batch 156161 -Loss: 0.0728 Validation Accuracy: 93.854875% Epoch 28, Batch 156289 -Loss: 0.0591 Validation Accuracy: 93.968254% Epoch 28, Batch 156417 -Loss: 0.0330 Validation Accuracy: 94.126984% Epoch 28, Batch 156545 -Loss: 0.1547 Validation Accuracy: 94.126984% Epoch 28, Batch 156673 -Loss: 0.0453 Validation Accuracy: 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-Loss: 0.0242 Validation Accuracy: 94.625850% Epoch 28, Batch 158721 -Loss: 0.0160 Validation Accuracy: 94.240363% Epoch 28, Batch 158849 -Loss: 0.0388 Validation Accuracy: 94.421769% Epoch 28, Batch 158977 -Loss: 0.0639 Validation Accuracy: 94.013605% Epoch 28, Batch 159105 -Loss: 0.1294 Validation Accuracy: 94.489796% Epoch 28, Batch 159233 -Loss: 0.0244 Validation Accuracy: 94.444444% Epoch 28, Batch 159361 -Loss: 0.0318 Validation Accuracy: 94.013605% Epoch 28, Batch 159489 -Loss: 0.0406 Validation Accuracy: 94.467120% Epoch 28, Batch 159617 -Loss: 0.0309 Validation Accuracy: 94.104308% Epoch 28, Batch 159745 -Loss: 0.0391 Validation Accuracy: 94.625850% Epoch 28, Batch 159873 -Loss: 0.0918 Validation Accuracy: 94.399093% Epoch 28, Batch 160001 -Loss: 0.0205 Validation Accuracy: 93.673469% Epoch 28, Batch 160129 -Loss: 0.0429 Validation Accuracy: 94.285714% Epoch 28, Batch 160257 -Loss: 0.0366 Validation Accuracy: 94.285714% Epoch 28, Batch 160385 -Loss: 0.0244 Validation Accuracy: 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-Loss: 0.0748 Validation Accuracy: 94.126984% Epoch 28, Batch 162433 -Loss: 0.0494 Validation Accuracy: 94.104308% Epoch 28, Batch 162561 -Loss: 0.0824 Validation Accuracy: 93.945578% Epoch 28, Batch 162689 -Loss: 0.0525 Validation Accuracy: 94.285714% Epoch 28, Batch 162817 -Loss: 0.0159 Validation Accuracy: 94.217687% Epoch 28, Batch 162945 -Loss: 0.1055 Validation Accuracy: 94.285714% Epoch 28, Batch 163073 -Loss: 0.1090 Validation Accuracy: 93.968254% Epoch 28, Batch 163201 -Loss: 0.0064 Validation Accuracy: 93.945578% Epoch 28, Batch 163329 -Loss: 0.0449 Validation Accuracy: 94.331066% Epoch 28, Batch 163457 -Loss: 0.0493 Validation Accuracy: 94.013605% Epoch 28, Batch 163585 -Loss: 0.0738 Validation Accuracy: 94.353742% Epoch 28, Batch 163713 -Loss: 0.0589 Validation Accuracy: 93.945578% Epoch 28, Batch 163841 -Loss: 0.0731 Validation Accuracy: 94.444444% Epoch 28, Batch 163969 -Loss: 0.0472 Validation Accuracy: 94.217687% Epoch 28, Batch 164097 -Loss: 0.0566 Validation Accuracy: 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-Loss: 0.0830 Validation Accuracy: 94.195011% Epoch 28, Batch 166145 -Loss: 0.0561 Validation Accuracy: 94.671202% Epoch 28, Batch 166273 -Loss: 0.0171 Validation Accuracy: 94.739229% Epoch 28, Batch 166401 -Loss: 0.1281 Validation Accuracy: 94.693878% Epoch 28, Batch 166529 -Loss: 0.0278 Validation Accuracy: 94.739229% Epoch 28, Batch 166657 -Loss: 0.0388 Validation Accuracy: 94.421769% Epoch 28, Batch 166785 -Loss: 0.0656 Validation Accuracy: 94.195011% Epoch 28, Batch 166913 -Loss: 0.0753 Validation Accuracy: 94.149660% Epoch 28, Batch 167041 -Loss: 0.0952 Validation Accuracy: 94.353741% Epoch 28, Batch 167169 -Loss: 0.0402 Validation Accuracy: 94.172336% Epoch 28, Batch 167297 -Loss: 0.0776 Validation Accuracy: 94.331066% Epoch 28, Batch 167425 -Loss: 0.0295 Validation Accuracy: 94.535147% Epoch 28, Batch 167553 -Loss: 0.0498 Validation Accuracy: 94.648526% Epoch 28, Batch 167681 -Loss: 0.1335 Validation Accuracy: 94.285714% Epoch 28, Batch 167809 -Loss: 0.1131 Validation Accuracy: 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-Loss: 0.0282 Validation Accuracy: 94.308390% Epoch 28, Batch 169857 -Loss: 0.0897 Validation Accuracy: 94.172336% Epoch 28, Batch 169985 -Loss: 0.0298 Validation Accuracy: 94.353742% Epoch 28, Batch 170113 -Loss: 0.0229 Validation Accuracy: 94.240363% Epoch 28, Batch 170241 -Loss: 0.0302 Validation Accuracy: 94.852608% Epoch 28, Batch 170369 -Loss: 0.0598 Validation Accuracy: 94.512472% Epoch 28, Batch 170497 -Loss: 0.1275 Validation Accuracy: 94.580499% Epoch 28, Batch 170625 -Loss: 0.1233 Validation Accuracy: 94.285714% Epoch 28, Batch 170753 -Loss: 0.0646 Validation Accuracy: 93.990930% Epoch 28, Batch 170881 -Loss: 0.0506 Validation Accuracy: 94.535147% Epoch 28, Batch 171009 -Loss: 0.0463 Validation Accuracy: 94.217687% Epoch 28, Batch 171137 -Loss: 0.0223 Validation Accuracy: 94.580499% Epoch 28, Batch 171265 -Loss: 0.0357 Validation Accuracy: 94.807256% Epoch 28, Batch 171393 -Loss: 0.1855 Validation Accuracy: 94.807256% Epoch 28, Batch 171521 -Loss: 0.0669 Validation Accuracy: 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-Loss: 0.1982 Validation Accuracy: 94.444444% Epoch 28, Batch 173569 -Loss: 0.0271 Validation Accuracy: 94.739229% Epoch 28, Batch 173697 -Loss: 0.0256 Validation Accuracy: 93.832200% Epoch 28, Batch 173825 -Loss: 0.0278 Validation Accuracy: 94.580499% Epoch 28, Batch 173953 -Loss: 0.0210 Validation Accuracy: 94.875283% Epoch 28, Batch 174081 -Loss: 0.0636 Validation Accuracy: 94.036281% Epoch 28, Batch 174209 -Loss: 0.0530 Validation Accuracy: 94.739229% Epoch 28, Batch 174337 -Loss: 0.0792 Validation Accuracy: 94.625850% Epoch 28, Batch 174465 -Loss: 0.2062 Validation Accuracy: 94.693878% Epoch 28, Batch 174593 -Loss: 0.1217 Validation Accuracy: 94.308390% Epoch 28, Batch 174721 -Loss: 0.0188 Validation Accuracy: 94.195011% Epoch 28, Batch 174849 -Loss: 0.0384 Validation Accuracy: 94.603175% Epoch 28, Batch 174977 -Loss: 0.0361 Validation Accuracy: 94.535147% Epoch 28, Batch 175105 -Loss: 0.0246 Validation Accuracy: 94.784580% Epoch 28, Batch 175233 -Loss: 0.0173 Validation Accuracy: 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-Loss: 0.0708 Validation Accuracy: 94.308390% Epoch 28, Batch 177281 -Loss: 0.0473 Validation Accuracy: 94.058957% Epoch 28, Batch 177409 -Loss: 0.0880 Validation Accuracy: 93.242630% Epoch 28, Batch 177537 -Loss: 0.0506 Validation Accuracy: 94.240363% Epoch 28, Batch 177665 -Loss: 0.0773 Validation Accuracy: 93.786848% Epoch 28, Batch 177793 -Loss: 0.0313 Validation Accuracy: 94.058957% Epoch 28, Batch 177921 -Loss: 0.0439 Validation Accuracy: 93.922903% Epoch 28, Batch 178049 -Loss: 0.0496 Validation Accuracy: 94.126984% Epoch 28, Batch 178177 -Loss: 0.0853 Validation Accuracy: 93.968254% Epoch 28, Batch 178305 -Loss: 0.0730 Validation Accuracy: 94.217687% Epoch 28, Batch 178433 -Loss: 0.0919 Validation Accuracy: 94.512472% Epoch 28, Batch 178561 -Loss: 0.0280 Validation Accuracy: 94.580499% Epoch 28, Batch 178689 -Loss: 0.0212 Validation Accuracy: 94.444444% Epoch 28, Batch 178817 -Loss: 0.0795 Validation Accuracy: 94.467120% Epoch 28, Batch 178945 -Loss: 0.0676 Validation Accuracy: 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-Loss: 0.0424 Validation Accuracy: 94.331066% Epoch 28, Batch 180993 -Loss: 0.0957 Validation Accuracy: 93.492064% Epoch 28, Batch 181121 -Loss: 0.0523 Validation Accuracy: 93.764172% Epoch 28, Batch 181249 -Loss: 0.0472 Validation Accuracy: 94.058957% Epoch 28, Batch 181377 -Loss: 0.1950 Validation Accuracy: 94.126984% Epoch 28, Batch 181505 -Loss: 0.0658 Validation Accuracy: 94.058957% Epoch 28, Batch 181633 -Loss: 0.0761 Validation Accuracy: 94.036281% Epoch 28, Batch 181761 -Loss: 0.1127 Validation Accuracy: 94.058957% Epoch 28, Batch 181889 -Loss: 0.0938 Validation Accuracy: 93.741497% Epoch 28, Batch 182017 -Loss: 0.1079 Validation Accuracy: 94.399093% Epoch 28, Batch 182145 -Loss: 0.0248 Validation Accuracy: 94.104308% Epoch 28, Batch 182273 -Loss: 0.0325 Validation Accuracy: 94.172336% Epoch 28, Batch 182401 -Loss: 0.0328 Validation Accuracy: 94.217687% Epoch 28, Batch 182529 -Loss: 0.1164 Validation Accuracy: 93.764172% Epoch 28, Batch 182657 -Loss: 0.0243 Validation Accuracy: 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-Loss: 0.0929 Validation Accuracy: 93.877551% Epoch 28, Batch 184705 -Loss: 0.0277 Validation Accuracy: 93.741497% Epoch 28, Batch 184833 -Loss: 0.0253 Validation Accuracy: 93.764172% Epoch 28, Batch 184961 -Loss: 0.0776 Validation Accuracy: 94.376417% Epoch 28, Batch 185089 -Loss: 0.0358 Validation Accuracy: 93.696145% Epoch 28, Batch 185217 -Loss: 0.0533 Validation Accuracy: 93.786848% Epoch 28, Batch 185345 -Loss: 0.0465 Validation Accuracy: 93.469388% Epoch 28, Batch 185473 -Loss: 0.0518 Validation Accuracy: 93.877551% Epoch 28, Batch 185601 -Loss: 0.1438 Validation Accuracy: 93.673469% Epoch 28, Batch 185729 -Loss: 0.0842 Validation Accuracy: 93.877551% Epoch 28, Batch 185857 -Loss: 0.1074 Validation Accuracy: 93.469388% Epoch 28, Batch 185985 -Loss: 0.0203 Validation Accuracy: 94.013605% Epoch 28, Batch 186113 -Loss: 0.0829 Validation Accuracy: 94.126984% Epoch 28, Batch 186241 -Loss: 0.0206 Validation Accuracy: 94.308390% Epoch 28, Batch 186369 -Loss: 0.0717 Validation Accuracy: 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-Loss: 0.0096 Validation Accuracy: 94.263039% Epoch 28, Batch 188417 -Loss: 0.0168 Validation Accuracy: 94.399093% Epoch 28, Batch 188545 -Loss: 0.0614 Validation Accuracy: 94.081633% Epoch 28, Batch 188673 -Loss: 0.0456 Validation Accuracy: 94.081633% Epoch 28, Batch 188801 -Loss: 0.0688 Validation Accuracy: 93.854875% Epoch 28, Batch 188929 -Loss: 0.0323 Validation Accuracy: 94.172336% Epoch 28, Batch 189057 -Loss: 0.0744 Validation Accuracy: 94.058957% Epoch 28, Batch 189185 -Loss: 0.0752 Validation Accuracy: 94.308390% Epoch 28, Batch 189313 -Loss: 0.0570 Validation Accuracy: 93.990930% Epoch 28, Batch 189441 -Loss: 0.0933 Validation Accuracy: 94.399093% Epoch 28, Batch 189569 -Loss: 0.0201 Validation Accuracy: 93.922902% Epoch 28, Batch 189697 -Loss: 0.0437 Validation Accuracy: 94.399093% Epoch 28, Batch 189825 -Loss: 0.1814 Validation Accuracy: 94.172336% Epoch 28, Batch 189953 -Loss: 0.0473 Validation Accuracy: 94.285714% Epoch 28, Batch 190081 -Loss: 0.0312 Validation Accuracy: 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-Loss: 0.0394 Validation Accuracy: 94.444444% Epoch 28, Batch 192129 -Loss: 0.0252 Validation Accuracy: 94.353742% Epoch 28, Batch 192257 -Loss: 0.0231 Validation Accuracy: 94.285714% Epoch 28, Batch 192385 -Loss: 0.1645 Validation Accuracy: 94.149660% Epoch 28, Batch 192513 -Loss: 0.0107 Validation Accuracy: 93.832200% Epoch 28, Batch 192641 -Loss: 0.0217 Validation Accuracy: 94.126984% Epoch 28, Batch 192769 -Loss: 0.0258 Validation Accuracy: 93.741497% Epoch 28, Batch 192897 -Loss: 0.1468 Validation Accuracy: 94.013605% Epoch 28, Batch 193025 -Loss: 0.0447 Validation Accuracy: 93.560091% Epoch 28, Batch 193153 -Loss: 0.0744 Validation Accuracy: 94.058957% Epoch 28, Batch 193281 -Loss: 0.0667 Validation Accuracy: 94.263039% Epoch 28, Batch 193409 -Loss: 0.0321 Validation Accuracy: 94.240363% Epoch 28, Batch 193537 -Loss: 0.0958 Validation Accuracy: 93.877551% Epoch 28, Batch 193665 -Loss: 0.0673 Validation Accuracy: 93.968254% Epoch 28, Batch 193793 -Loss: 0.0585 Validation Accuracy: 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-Loss: 0.0271 Validation Accuracy: 93.990930% Epoch 28, Batch 195841 -Loss: 0.0363 Validation Accuracy: 93.492064% Epoch 28, Batch 195969 -Loss: 0.0103 Validation Accuracy: 93.945578% Epoch 28, Batch 196097 -Loss: 0.0198 Validation Accuracy: 93.764172% Epoch 28, Batch 196225 -Loss: 0.0169 Validation Accuracy: 94.013605% Epoch 28, Batch 196353 -Loss: 0.0650 Validation Accuracy: 93.673469% Epoch 28, Batch 196481 -Loss: 0.0136 Validation Accuracy: 93.809524% Epoch 28, Batch 196609 -Loss: 0.0763 Validation Accuracy: 93.764172% Epoch 28, Batch 196737 -Loss: 0.0339 Validation Accuracy: 93.718821% Epoch 28, Batch 196865 -Loss: 0.0940 Validation Accuracy: 93.877551% Epoch 28, Batch 196993 -Loss: 0.0175 Validation Accuracy: 94.240363% Epoch 28, Batch 197121 -Loss: 0.0607 Validation Accuracy: 93.514739% Epoch 28, Batch 197249 -Loss: 0.0256 Validation Accuracy: 93.741497% Epoch 28, Batch 197377 -Loss: 0.0629 Validation Accuracy: 93.446712% Epoch 28, Batch 197505 -Loss: 0.0189 Validation Accuracy: 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-Loss: 0.0761 Validation Accuracy: 93.741497% Epoch 28, Batch 199553 -Loss: 0.0760 Validation Accuracy: 93.990930% Epoch 28, Batch 199681 -Loss: 0.0834 Validation Accuracy: 94.149660% Epoch 28, Batch 199809 -Loss: 0.0874 Validation Accuracy: 93.764172% Epoch 28, Batch 199937 -Loss: 0.0282 Validation Accuracy: 94.603175% Epoch 28, Batch 200065 -Loss: 0.0720 Validation Accuracy: 94.195011% Epoch 28, Batch 200193 -Loss: 0.0624 Validation Accuracy: 94.217687% Epoch 28, Batch 200321 -Loss: 0.0443 Validation Accuracy: 93.877551% Epoch 28, Batch 200449 -Loss: 0.0118 Validation Accuracy: 94.217687% Epoch 28, Batch 200577 -Loss: 0.0529 Validation Accuracy: 94.263039% Epoch 28, Batch 200705 -Loss: 0.1239 Validation Accuracy: 94.104308% Epoch 28, Batch 200833 -Loss: 0.0469 Validation Accuracy: 94.217687% Epoch 28, Batch 200961 -Loss: 0.0462 Validation Accuracy: 94.285714% Epoch 28, Batch 201089 -Loss: 0.0964 Validation Accuracy: 94.263039% Epoch 28, Batch 201217 -Loss: 0.0724 Validation Accuracy: 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-Loss: 0.0783 Validation Accuracy: 94.240363% Epoch 28, Batch 203265 -Loss: 0.0627 Validation Accuracy: 94.217687% Epoch 28, Batch 203393 -Loss: 0.0625 Validation Accuracy: 94.263039% Epoch 28, Batch 203521 -Loss: 0.1028 Validation Accuracy: 94.285714% Epoch 28, Batch 203649 -Loss: 0.0364 Validation Accuracy: 94.693878% Epoch 28, Batch 203777 -Loss: 0.0382 Validation Accuracy: 94.603175% Epoch 28, Batch 203905 -Loss: 0.0426 Validation Accuracy: 94.331066% Epoch 28, Batch 204033 -Loss: 0.0415 Validation Accuracy: 94.353741% Epoch 28, Batch 204161 -Loss: 0.0251 Validation Accuracy: 94.671202% Epoch 28, Batch 204289 -Loss: 0.0955 Validation Accuracy: 94.036281% Epoch 28, Batch 204417 -Loss: 0.0720 Validation Accuracy: 94.489796% Epoch 28, Batch 204545 -Loss: 0.0741 Validation Accuracy: 94.852608% Epoch 28, Batch 204673 -Loss: 0.0439 Validation Accuracy: 93.877551% Epoch 28, Batch 204801 -Loss: 0.0173 Validation Accuracy: 94.421769% Epoch 28, Batch 204929 -Loss: 0.0194 Validation Accuracy: 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-Loss: 0.0159 Validation Accuracy: 94.331066% Epoch 28, Batch 206977 -Loss: 0.0683 Validation Accuracy: 94.285714% Epoch 28, Batch 207105 -Loss: 0.0356 Validation Accuracy: 94.126984% Epoch 28, Batch 207233 -Loss: 0.0667 Validation Accuracy: 94.308390% Epoch 28, Batch 207361 -Loss: 0.0603 Validation Accuracy: 94.421769% Epoch 28, Batch 207489 -Loss: 0.0797 Validation Accuracy: 94.195011% Epoch 28, Batch 207617 -Loss: 0.0330 Validation Accuracy: 94.149660% Epoch 28, Batch 207745 -Loss: 0.0291 Validation Accuracy: 94.081633% Epoch 28, Batch 207873 -Loss: 0.1189 Validation Accuracy: 94.444444% Epoch 28, Batch 208001 -Loss: 0.0200 Validation Accuracy: 93.968254% Epoch 28, Batch 208129 -Loss: 0.1226 Validation Accuracy: 94.081633% Epoch 28, Batch 208257 -Loss: 0.0331 Validation Accuracy: 94.376417% Epoch 28, Batch 208385 -Loss: 0.0433 Validation Accuracy: 94.149660% Epoch 28, Batch 208513 -Loss: 0.0441 Validation Accuracy: 94.217687% Epoch 28, Batch 208641 -Loss: 0.0974 Validation Accuracy: 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Validation Accuracy: 94.489796% Epoch 29, Batch 5633 -Loss: 0.0710 Validation Accuracy: 94.897959% Epoch 29, Batch 5761 -Loss: 0.0720 Validation Accuracy: 94.353741% Epoch 29, Batch 5889 -Loss: 0.0573 Validation Accuracy: 94.965986% Epoch 29, Batch 6017 -Loss: 0.0436 Validation Accuracy: 94.353742% Epoch 29, Batch 6145 -Loss: 0.0088 Validation Accuracy: 94.557823% Epoch 29, Batch 6273 -Loss: 0.0748 Validation Accuracy: 94.263039% Epoch 29, Batch 6401 -Loss: 0.1058 Validation Accuracy: 94.172336% Epoch 29, Batch 6529 -Loss: 0.0379 Validation Accuracy: 94.081633% Epoch 29, Batch 6657 -Loss: 0.0953 Validation Accuracy: 93.900227% Epoch 29, Batch 6785 -Loss: 0.0428 Validation Accuracy: 94.580499% Epoch 29, Batch 6913 -Loss: 0.0108 Validation Accuracy: 94.331066% Epoch 29, Batch 7041 -Loss: 0.0475 Validation Accuracy: 94.512472% Epoch 29, Batch 7169 -Loss: 0.0706 Validation Accuracy: 93.854875% Epoch 29, Batch 7297 -Loss: 0.1486 Validation Accuracy: 94.444444% Epoch 29, Batch 7425 -Loss: 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-Loss: 0.0566 Validation Accuracy: 94.444444% Epoch 29, Batch 9473 -Loss: 0.0443 Validation Accuracy: 94.716553% Epoch 29, Batch 9601 -Loss: 0.0661 Validation Accuracy: 94.557823% Epoch 29, Batch 9729 -Loss: 0.0667 Validation Accuracy: 94.399093% Epoch 29, Batch 9857 -Loss: 0.1390 Validation Accuracy: 94.331066% Epoch 29, Batch 9985 -Loss: 0.0664 Validation Accuracy: 94.693878% Epoch 29, Batch 10113 -Loss: 0.0562 Validation Accuracy: 94.444444% Epoch 29, Batch 10241 -Loss: 0.0676 Validation Accuracy: 94.512472% Epoch 29, Batch 10369 -Loss: 0.0591 Validation Accuracy: 94.263039% Epoch 29, Batch 10497 -Loss: 0.0171 Validation Accuracy: 94.353741% Epoch 29, Batch 10625 -Loss: 0.0860 Validation Accuracy: 93.968254% Epoch 29, Batch 10753 -Loss: 0.0582 Validation Accuracy: 94.217687% Epoch 29, Batch 10881 -Loss: 0.1452 Validation Accuracy: 94.467120% Epoch 29, Batch 11009 -Loss: 0.0289 Validation Accuracy: 94.308390% Epoch 29, Batch 11137 -Loss: 0.1185 Validation Accuracy: 94.081633% Epoch 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-Loss: 0.0423 Validation Accuracy: 94.240363% Epoch 29, Batch 15105 -Loss: 0.0588 Validation Accuracy: 94.172336% Epoch 29, Batch 15233 -Loss: 0.0922 Validation Accuracy: 94.013605% Epoch 29, Batch 15361 -Loss: 0.0430 Validation Accuracy: 94.149660% Epoch 29, Batch 15489 -Loss: 0.0127 Validation Accuracy: 94.013605% Epoch 29, Batch 15617 -Loss: 0.1124 Validation Accuracy: 94.353741% Epoch 29, Batch 15745 -Loss: 0.0506 Validation Accuracy: 93.877551% Epoch 29, Batch 15873 -Loss: 0.1316 Validation Accuracy: 94.580499% Epoch 29, Batch 16001 -Loss: 0.0125 Validation Accuracy: 94.603175% Epoch 29, Batch 16129 -Loss: 0.0302 Validation Accuracy: 94.058957% Epoch 29, Batch 16257 -Loss: 0.1219 Validation Accuracy: 94.625850% Epoch 29, Batch 16385 -Loss: 0.1712 Validation Accuracy: 94.240363% Epoch 29, Batch 16513 -Loss: 0.0865 Validation Accuracy: 94.353742% Epoch 29, Batch 16641 -Loss: 0.0469 Validation Accuracy: 94.648526% Epoch 29, Batch 16769 -Loss: 0.0266 Validation Accuracy: 94.512472% 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-Loss: 0.0520 Validation Accuracy: 94.467120% Epoch 29, Batch 20737 -Loss: 0.0586 Validation Accuracy: 94.535147% Epoch 29, Batch 20865 -Loss: 0.0266 Validation Accuracy: 94.648526% Epoch 29, Batch 20993 -Loss: 0.0604 Validation Accuracy: 93.832200% Epoch 29, Batch 21121 -Loss: 0.0310 Validation Accuracy: 94.829932% Epoch 29, Batch 21249 -Loss: 0.1240 Validation Accuracy: 94.535147% Epoch 29, Batch 21377 -Loss: 0.0714 Validation Accuracy: 94.353742% Epoch 29, Batch 21505 -Loss: 0.0197 Validation Accuracy: 94.081633% Epoch 29, Batch 21633 -Loss: 0.0428 Validation Accuracy: 94.603175% Epoch 29, Batch 21761 -Loss: 0.0918 Validation Accuracy: 94.625850% Epoch 29, Batch 21889 -Loss: 0.0916 Validation Accuracy: 94.557823% Epoch 29, Batch 22017 -Loss: 0.0553 Validation Accuracy: 94.535147% Epoch 29, Batch 22145 -Loss: 0.0551 Validation Accuracy: 94.489796% Epoch 29, Batch 22273 -Loss: 0.0810 Validation Accuracy: 95.011338% Epoch 29, Batch 22401 -Loss: 0.1150 Validation Accuracy: 95.102041% 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-Loss: 0.0308 Validation Accuracy: 94.217687% Epoch 29, Batch 26369 -Loss: 0.0311 Validation Accuracy: 93.922902% Epoch 29, Batch 26497 -Loss: 0.1580 Validation Accuracy: 94.512472% Epoch 29, Batch 26625 -Loss: 0.0424 Validation Accuracy: 94.512472% Epoch 29, Batch 26753 -Loss: 0.0585 Validation Accuracy: 93.922902% Epoch 29, Batch 26881 -Loss: 0.1196 Validation Accuracy: 94.512472% Epoch 29, Batch 27009 -Loss: 0.0797 Validation Accuracy: 94.716553% Epoch 29, Batch 27137 -Loss: 0.0305 Validation Accuracy: 94.693878% Epoch 29, Batch 27265 -Loss: 0.1593 Validation Accuracy: 94.421769% Epoch 29, Batch 27393 -Loss: 0.0818 Validation Accuracy: 94.444444% Epoch 29, Batch 27521 -Loss: 0.0398 Validation Accuracy: 94.761905% Epoch 29, Batch 27649 -Loss: 0.0791 Validation Accuracy: 94.761905% Epoch 29, Batch 27777 -Loss: 0.0492 Validation Accuracy: 94.421769% Epoch 29, Batch 27905 -Loss: 0.0782 Validation Accuracy: 94.285714% Epoch 29, Batch 28033 -Loss: 0.0600 Validation Accuracy: 94.172336% 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-Loss: 0.0440 Validation Accuracy: 94.308390% Epoch 29, Batch 32001 -Loss: 0.0864 Validation Accuracy: 94.897959% Epoch 29, Batch 32129 -Loss: 0.0391 Validation Accuracy: 94.965986% Epoch 29, Batch 32257 -Loss: 0.0397 Validation Accuracy: 94.399093% Epoch 29, Batch 32385 -Loss: 0.0589 Validation Accuracy: 94.671202% Epoch 29, Batch 32513 -Loss: 0.0945 Validation Accuracy: 94.648526% Epoch 29, Batch 32641 -Loss: 0.0744 Validation Accuracy: 94.535147% Epoch 29, Batch 32769 -Loss: 0.0658 Validation Accuracy: 94.965986% Epoch 29, Batch 32897 -Loss: 0.0601 Validation Accuracy: 94.693878% Epoch 29, Batch 33025 -Loss: 0.0826 Validation Accuracy: 94.399093% Epoch 29, Batch 33153 -Loss: 0.1000 Validation Accuracy: 94.104308% Epoch 29, Batch 33281 -Loss: 0.1081 Validation Accuracy: 94.172336% Epoch 29, Batch 33409 -Loss: 0.0174 Validation Accuracy: 94.693878% Epoch 29, Batch 33537 -Loss: 0.1388 Validation Accuracy: 94.557823% Epoch 29, Batch 33665 -Loss: 0.0478 Validation Accuracy: 94.353742% 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-Loss: 0.1063 Validation Accuracy: 94.671202% Epoch 29, Batch 37633 -Loss: 0.0666 Validation Accuracy: 94.625850% Epoch 29, Batch 37761 -Loss: 0.0924 Validation Accuracy: 94.603175% Epoch 29, Batch 37889 -Loss: 0.0553 Validation Accuracy: 94.240363% Epoch 29, Batch 38017 -Loss: 0.0404 Validation Accuracy: 94.761905% Epoch 29, Batch 38145 -Loss: 0.0491 Validation Accuracy: 94.467120% Epoch 29, Batch 38273 -Loss: 0.0618 Validation Accuracy: 94.807256% Epoch 29, Batch 38401 -Loss: 0.0359 Validation Accuracy: 94.580499% Epoch 29, Batch 38529 -Loss: 0.0176 Validation Accuracy: 94.920635% Epoch 29, Batch 38657 -Loss: 0.0360 Validation Accuracy: 94.625850% Epoch 29, Batch 38785 -Loss: 0.1161 Validation Accuracy: 94.376417% Epoch 29, Batch 38913 -Loss: 0.0458 Validation Accuracy: 94.285714% Epoch 29, Batch 39041 -Loss: 0.0478 Validation Accuracy: 94.716553% Epoch 29, Batch 39169 -Loss: 0.0424 Validation Accuracy: 94.875283% Epoch 29, Batch 39297 -Loss: 0.0800 Validation Accuracy: 94.399093% 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-Loss: 0.0400 Validation Accuracy: 94.875283% Epoch 29, Batch 43265 -Loss: 0.0481 Validation Accuracy: 94.489796% Epoch 29, Batch 43393 -Loss: 0.0493 Validation Accuracy: 94.399093% Epoch 29, Batch 43521 -Loss: 0.0690 Validation Accuracy: 95.079365% Epoch 29, Batch 43649 -Loss: 0.1166 Validation Accuracy: 94.829932% Epoch 29, Batch 43777 -Loss: 0.0497 Validation Accuracy: 94.625850% Epoch 29, Batch 43905 -Loss: 0.0404 Validation Accuracy: 94.716553% Epoch 29, Batch 44033 -Loss: 0.0220 Validation Accuracy: 94.988662% Epoch 29, Batch 44161 -Loss: 0.0687 Validation Accuracy: 94.739229% Epoch 29, Batch 44289 -Loss: 0.0735 Validation Accuracy: 94.399093% Epoch 29, Batch 44417 -Loss: 0.0275 Validation Accuracy: 94.467120% Epoch 29, Batch 44545 -Loss: 0.0408 Validation Accuracy: 94.489796% Epoch 29, Batch 44673 -Loss: 0.1550 Validation Accuracy: 94.648526% Epoch 29, Batch 44801 -Loss: 0.1005 Validation Accuracy: 94.671202% Epoch 29, Batch 44929 -Loss: 0.0559 Validation Accuracy: 94.444444% 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-Loss: 0.0771 Validation Accuracy: 94.580499% Epoch 29, Batch 48897 -Loss: 0.0551 Validation Accuracy: 94.693878% Epoch 29, Batch 49025 -Loss: 0.0204 Validation Accuracy: 94.784581% Epoch 29, Batch 49153 -Loss: 0.0862 Validation Accuracy: 95.056689% Epoch 29, Batch 49281 -Loss: 0.0951 Validation Accuracy: 94.399093% Epoch 29, Batch 49409 -Loss: 0.0176 Validation Accuracy: 94.376417% Epoch 29, Batch 49537 -Loss: 0.0605 Validation Accuracy: 94.217687% Epoch 29, Batch 49665 -Loss: 0.0126 Validation Accuracy: 94.784581% Epoch 29, Batch 49793 -Loss: 0.0787 Validation Accuracy: 94.625850% Epoch 29, Batch 49921 -Loss: 0.0770 Validation Accuracy: 94.580499% Epoch 29, Batch 50049 -Loss: 0.0454 Validation Accuracy: 94.648526% Epoch 29, Batch 50177 -Loss: 0.0227 Validation Accuracy: 94.807256% Epoch 29, Batch 50305 -Loss: 0.0896 Validation Accuracy: 94.603175% Epoch 29, Batch 50433 -Loss: 0.0497 Validation Accuracy: 94.693878% Epoch 29, Batch 50561 -Loss: 0.0473 Validation Accuracy: 94.172336% 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-Loss: 0.1345 Validation Accuracy: 94.217687% Epoch 29, Batch 54529 -Loss: 0.0814 Validation Accuracy: 94.444444% Epoch 29, Batch 54657 -Loss: 0.0385 Validation Accuracy: 94.353741% Epoch 29, Batch 54785 -Loss: 0.1279 Validation Accuracy: 94.648526% Epoch 29, Batch 54913 -Loss: 0.1174 Validation Accuracy: 94.580499% Epoch 29, Batch 55041 -Loss: 0.0589 Validation Accuracy: 94.739229% Epoch 29, Batch 55169 -Loss: 0.0935 Validation Accuracy: 94.625850% Epoch 29, Batch 55297 -Loss: 0.1041 Validation Accuracy: 94.897959% Epoch 29, Batch 55425 -Loss: 0.0300 Validation Accuracy: 94.784581% Epoch 29, Batch 55553 -Loss: 0.0769 Validation Accuracy: 94.603175% Epoch 29, Batch 55681 -Loss: 0.0843 Validation Accuracy: 94.784581% Epoch 29, Batch 55809 -Loss: 0.0699 Validation Accuracy: 94.761905% Epoch 29, Batch 55937 -Loss: 0.0521 Validation Accuracy: 94.943311% Epoch 29, Batch 56065 -Loss: 0.0757 Validation Accuracy: 94.671202% Epoch 29, Batch 56193 -Loss: 0.1356 Validation Accuracy: 95.079365% 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-Loss: 0.0163 Validation Accuracy: 94.693878% Epoch 29, Batch 60161 -Loss: 0.0560 Validation Accuracy: 94.489796% Epoch 29, Batch 60289 -Loss: 0.0397 Validation Accuracy: 94.625850% Epoch 29, Batch 60417 -Loss: 0.0383 Validation Accuracy: 94.489796% Epoch 29, Batch 60545 -Loss: 0.0272 Validation Accuracy: 94.716553% Epoch 29, Batch 60673 -Loss: 0.0813 Validation Accuracy: 94.376417% Epoch 29, Batch 60801 -Loss: 0.0394 Validation Accuracy: 94.829932% Epoch 29, Batch 60929 -Loss: 0.0448 Validation Accuracy: 95.056689% Epoch 29, Batch 61057 -Loss: 0.0915 Validation Accuracy: 94.603175% Epoch 29, Batch 61185 -Loss: 0.0088 Validation Accuracy: 95.124717% Epoch 29, Batch 61313 -Loss: 0.0589 Validation Accuracy: 94.671202% Epoch 29, Batch 61441 -Loss: 0.0876 Validation Accuracy: 94.920635% Epoch 29, Batch 61569 -Loss: 0.0102 Validation Accuracy: 94.648526% Epoch 29, Batch 61697 -Loss: 0.0958 Validation Accuracy: 94.376417% Epoch 29, Batch 61825 -Loss: 0.0817 Validation Accuracy: 94.988662% 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-Loss: 0.0317 Validation Accuracy: 94.036281% Epoch 29, Batch 65793 -Loss: 0.0616 Validation Accuracy: 94.058957% Epoch 29, Batch 65921 -Loss: 0.0915 Validation Accuracy: 94.285714% Epoch 29, Batch 66049 -Loss: 0.0191 Validation Accuracy: 94.172336% Epoch 29, Batch 66177 -Loss: 0.0590 Validation Accuracy: 94.149660% Epoch 29, Batch 66305 -Loss: 0.0216 Validation Accuracy: 94.013605% Epoch 29, Batch 66433 -Loss: 0.0508 Validation Accuracy: 94.217687% Epoch 29, Batch 66561 -Loss: 0.0832 Validation Accuracy: 94.149660% Epoch 29, Batch 66689 -Loss: 0.0512 Validation Accuracy: 94.036281% Epoch 29, Batch 66817 -Loss: 0.0353 Validation Accuracy: 93.945578% Epoch 29, Batch 66945 -Loss: 0.0551 Validation Accuracy: 93.877551% Epoch 29, Batch 67073 -Loss: 0.0418 Validation Accuracy: 93.945578% Epoch 29, Batch 67201 -Loss: 0.1449 Validation Accuracy: 93.968254% Epoch 29, Batch 67329 -Loss: 0.0447 Validation Accuracy: 93.809524% Epoch 29, Batch 67457 -Loss: 0.0814 Validation Accuracy: 94.058957% 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-Loss: 0.0742 Validation Accuracy: 94.308390% Epoch 29, Batch 71425 -Loss: 0.0105 Validation Accuracy: 94.603175% Epoch 29, Batch 71553 -Loss: 0.1104 Validation Accuracy: 94.761905% Epoch 29, Batch 71681 -Loss: 0.1180 Validation Accuracy: 94.421769% Epoch 29, Batch 71809 -Loss: 0.0266 Validation Accuracy: 94.875283% Epoch 29, Batch 71937 -Loss: 0.0989 Validation Accuracy: 94.603175% Epoch 29, Batch 72065 -Loss: 0.0439 Validation Accuracy: 94.489796% Epoch 29, Batch 72193 -Loss: 0.0971 Validation Accuracy: 94.081633% Epoch 29, Batch 72321 -Loss: 0.0664 Validation Accuracy: 94.172336% Epoch 29, Batch 72449 -Loss: 0.0924 Validation Accuracy: 94.353741% Epoch 29, Batch 72577 -Loss: 0.0474 Validation Accuracy: 94.648526% Epoch 29, Batch 72705 -Loss: 0.0231 Validation Accuracy: 94.671202% Epoch 29, Batch 72833 -Loss: 0.0686 Validation Accuracy: 94.829932% Epoch 29, Batch 72961 -Loss: 0.1131 Validation Accuracy: 94.829932% Epoch 29, Batch 73089 -Loss: 0.0663 Validation Accuracy: 94.580499% 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-Loss: 0.0661 Validation Accuracy: 94.671202% Epoch 29, Batch 77057 -Loss: 0.0547 Validation Accuracy: 94.852608% Epoch 29, Batch 77185 -Loss: 0.0531 Validation Accuracy: 94.399093% Epoch 29, Batch 77313 -Loss: 0.2000 Validation Accuracy: 94.648526% Epoch 29, Batch 77441 -Loss: 0.0835 Validation Accuracy: 94.648526% Epoch 29, Batch 77569 -Loss: 0.1056 Validation Accuracy: 94.784581% Epoch 29, Batch 77697 -Loss: 0.0198 Validation Accuracy: 94.535147% Epoch 29, Batch 77825 -Loss: 0.0718 Validation Accuracy: 94.353742% Epoch 29, Batch 77953 -Loss: 0.0379 Validation Accuracy: 94.603175% Epoch 29, Batch 78081 -Loss: 0.0895 Validation Accuracy: 94.172336% Epoch 29, Batch 78209 -Loss: 0.0389 Validation Accuracy: 93.990930% Epoch 29, Batch 78337 -Loss: 0.0216 Validation Accuracy: 94.376417% Epoch 29, Batch 78465 -Loss: 0.0219 Validation Accuracy: 94.376417% Epoch 29, Batch 78593 -Loss: 0.0366 Validation Accuracy: 94.444444% Epoch 29, Batch 78721 -Loss: 0.1044 Validation Accuracy: 94.580499% 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-Loss: 0.0146 Validation Accuracy: 94.897959% Epoch 29, Batch 82689 -Loss: 0.0428 Validation Accuracy: 94.421769% Epoch 29, Batch 82817 -Loss: 0.0515 Validation Accuracy: 94.580499% Epoch 29, Batch 82945 -Loss: 0.0666 Validation Accuracy: 94.875283% Epoch 29, Batch 83073 -Loss: 0.0447 Validation Accuracy: 94.421769% Epoch 29, Batch 83201 -Loss: 0.0184 Validation Accuracy: 94.580499% Epoch 29, Batch 83329 -Loss: 0.0443 Validation Accuracy: 94.761905% Epoch 29, Batch 83457 -Loss: 0.0276 Validation Accuracy: 94.943311% Epoch 29, Batch 83585 -Loss: 0.0869 Validation Accuracy: 94.625850% Epoch 29, Batch 83713 -Loss: 0.1443 Validation Accuracy: 95.011338% Epoch 29, Batch 83841 -Loss: 0.0331 Validation Accuracy: 95.215419% Epoch 29, Batch 83969 -Loss: 0.0378 Validation Accuracy: 94.875283% Epoch 29, Batch 84097 -Loss: 0.0932 Validation Accuracy: 95.192744% Epoch 29, Batch 84225 -Loss: 0.0305 Validation Accuracy: 95.102041% Epoch 29, Batch 84353 -Loss: 0.0613 Validation Accuracy: 94.716553% 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-Loss: 0.1095 Validation Accuracy: 93.900227% Epoch 29, Batch 88321 -Loss: 0.0600 Validation Accuracy: 94.285714% Epoch 29, Batch 88449 -Loss: 0.0696 Validation Accuracy: 94.376417% Epoch 29, Batch 88577 -Loss: 0.0776 Validation Accuracy: 94.535147% Epoch 29, Batch 88705 -Loss: 0.0176 Validation Accuracy: 93.832200% Epoch 29, Batch 88833 -Loss: 0.0215 Validation Accuracy: 94.172336% Epoch 29, Batch 88961 -Loss: 0.0421 Validation Accuracy: 94.058957% Epoch 29, Batch 89089 -Loss: 0.0666 Validation Accuracy: 94.399093% Epoch 29, Batch 89217 -Loss: 0.0317 Validation Accuracy: 94.036281% Epoch 29, Batch 89345 -Loss: 0.0656 Validation Accuracy: 94.376417% Epoch 29, Batch 89473 -Loss: 0.0656 Validation Accuracy: 94.716553% Epoch 29, Batch 89601 -Loss: 0.0043 Validation Accuracy: 94.217687% Epoch 29, Batch 89729 -Loss: 0.0484 Validation Accuracy: 94.353741% Epoch 29, Batch 89857 -Loss: 0.1318 Validation Accuracy: 94.648526% Epoch 29, Batch 89985 -Loss: 0.0733 Validation Accuracy: 94.671202% 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-Loss: 0.0164 Validation Accuracy: 94.104308% Epoch 29, Batch 93953 -Loss: 0.0919 Validation Accuracy: 94.331066% Epoch 29, Batch 94081 -Loss: 0.0602 Validation Accuracy: 94.693878% Epoch 29, Batch 94209 -Loss: 0.1051 Validation Accuracy: 94.285714% Epoch 29, Batch 94337 -Loss: 0.0515 Validation Accuracy: 94.444444% Epoch 29, Batch 94465 -Loss: 0.0772 Validation Accuracy: 94.421769% Epoch 29, Batch 94593 -Loss: 0.0844 Validation Accuracy: 94.263039% Epoch 29, Batch 94721 -Loss: 0.0509 Validation Accuracy: 94.829932% Epoch 29, Batch 94849 -Loss: 0.0476 Validation Accuracy: 93.945578% Epoch 29, Batch 94977 -Loss: 0.0526 Validation Accuracy: 94.285714% Epoch 29, Batch 95105 -Loss: 0.0304 Validation Accuracy: 94.331066% Epoch 29, Batch 95233 -Loss: 0.0342 Validation Accuracy: 94.263039% Epoch 29, Batch 95361 -Loss: 0.0723 Validation Accuracy: 94.217687% Epoch 29, Batch 95489 -Loss: 0.0363 Validation Accuracy: 94.421769% Epoch 29, Batch 95617 -Loss: 0.0353 Validation Accuracy: 94.512472% 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-Loss: 0.0551 Validation Accuracy: 94.353742% Epoch 29, Batch 99585 -Loss: 0.0438 Validation Accuracy: 94.331066% Epoch 29, Batch 99713 -Loss: 0.0817 Validation Accuracy: 94.444444% Epoch 29, Batch 99841 -Loss: 0.0094 Validation Accuracy: 94.104308% Epoch 29, Batch 99969 -Loss: 0.1509 Validation Accuracy: 94.399093% Epoch 29, Batch 100097 -Loss: 0.0582 Validation Accuracy: 94.671202% Epoch 29, Batch 100225 -Loss: 0.0323 Validation Accuracy: 94.172336% Epoch 29, Batch 100353 -Loss: 0.0122 Validation Accuracy: 93.900227% Epoch 29, Batch 100481 -Loss: 0.0654 Validation Accuracy: 94.104308% Epoch 29, Batch 100609 -Loss: 0.0462 Validation Accuracy: 94.308390% Epoch 29, Batch 100737 -Loss: 0.0147 Validation Accuracy: 94.217687% Epoch 29, Batch 100865 -Loss: 0.0515 Validation Accuracy: 94.308390% Epoch 29, Batch 100993 -Loss: 0.1551 Validation Accuracy: 93.854875% Epoch 29, Batch 101121 -Loss: 0.0248 Validation Accuracy: 94.081633% Epoch 29, Batch 101249 -Loss: 0.0788 Validation Accuracy: 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-Loss: 0.1234 Validation Accuracy: 94.308390% Epoch 29, Batch 103297 -Loss: 0.1267 Validation Accuracy: 94.149660% Epoch 29, Batch 103425 -Loss: 0.0364 Validation Accuracy: 94.081633% Epoch 29, Batch 103553 -Loss: 0.0724 Validation Accuracy: 94.195011% Epoch 29, Batch 103681 -Loss: 0.0409 Validation Accuracy: 94.104308% Epoch 29, Batch 103809 -Loss: 0.0531 Validation Accuracy: 94.081633% Epoch 29, Batch 103937 -Loss: 0.0288 Validation Accuracy: 94.104308% Epoch 29, Batch 104065 -Loss: 0.0505 Validation Accuracy: 93.582766% Epoch 29, Batch 104193 -Loss: 0.0215 Validation Accuracy: 94.285714% Epoch 29, Batch 104321 -Loss: 0.0527 Validation Accuracy: 93.900227% Epoch 29, Batch 104449 -Loss: 0.0739 Validation Accuracy: 93.650794% Epoch 29, Batch 104577 -Loss: 0.0162 Validation Accuracy: 94.444444% Epoch 29, Batch 104705 -Loss: 0.1289 Validation Accuracy: 94.172336% Epoch 29, Batch 104833 -Loss: 0.1254 Validation Accuracy: 94.195011% Epoch 29, Batch 104961 -Loss: 0.0368 Validation Accuracy: 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-Loss: 0.0344 Validation Accuracy: 94.195011% Epoch 29, Batch 107009 -Loss: 0.0270 Validation Accuracy: 94.467120% Epoch 29, Batch 107137 -Loss: 0.0901 Validation Accuracy: 94.308390% Epoch 29, Batch 107265 -Loss: 0.0673 Validation Accuracy: 94.285714% Epoch 29, Batch 107393 -Loss: 0.0147 Validation Accuracy: 94.512472% Epoch 29, Batch 107521 -Loss: 0.0411 Validation Accuracy: 94.625850% Epoch 29, Batch 107649 -Loss: 0.0961 Validation Accuracy: 94.217687% Epoch 29, Batch 107777 -Loss: 0.0109 Validation Accuracy: 94.240363% Epoch 29, Batch 107905 -Loss: 0.0129 Validation Accuracy: 94.058957% Epoch 29, Batch 108033 -Loss: 0.0663 Validation Accuracy: 94.625850% Epoch 29, Batch 108161 -Loss: 0.0853 Validation Accuracy: 94.308390% Epoch 29, Batch 108289 -Loss: 0.0763 Validation Accuracy: 94.126984% Epoch 29, Batch 108417 -Loss: 0.0522 Validation Accuracy: 94.399093% Epoch 29, Batch 108545 -Loss: 0.0302 Validation Accuracy: 94.036281% Epoch 29, Batch 108673 -Loss: 0.1102 Validation Accuracy: 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-Loss: 0.0149 Validation Accuracy: 94.172336% Epoch 29, Batch 110721 -Loss: 0.1035 Validation Accuracy: 93.741497% Epoch 29, Batch 110849 -Loss: 0.0685 Validation Accuracy: 94.013605% Epoch 29, Batch 110977 -Loss: 0.1248 Validation Accuracy: 94.195011% Epoch 29, Batch 111105 -Loss: 0.0119 Validation Accuracy: 94.263039% Epoch 29, Batch 111233 -Loss: 0.0112 Validation Accuracy: 94.058957% Epoch 29, Batch 111361 -Loss: 0.0594 Validation Accuracy: 94.376417% Epoch 29, Batch 111489 -Loss: 0.0246 Validation Accuracy: 94.263039% Epoch 29, Batch 111617 -Loss: 0.1400 Validation Accuracy: 94.195011% Epoch 29, Batch 111745 -Loss: 0.0590 Validation Accuracy: 94.217687% Epoch 29, Batch 111873 -Loss: 0.0486 Validation Accuracy: 94.399093% Epoch 29, Batch 112001 -Loss: 0.0530 Validation Accuracy: 94.421769% Epoch 29, Batch 112129 -Loss: 0.0573 Validation Accuracy: 94.104308% Epoch 29, Batch 112257 -Loss: 0.0659 Validation Accuracy: 94.512472% Epoch 29, Batch 112385 -Loss: 0.0367 Validation Accuracy: 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-Loss: 0.0434 Validation Accuracy: 94.467120% Epoch 29, Batch 114433 -Loss: 0.0259 Validation Accuracy: 94.104308% Epoch 29, Batch 114561 -Loss: 0.1436 Validation Accuracy: 94.421769% Epoch 29, Batch 114689 -Loss: 0.0226 Validation Accuracy: 94.126984% Epoch 29, Batch 114817 -Loss: 0.0185 Validation Accuracy: 94.263039% Epoch 29, Batch 114945 -Loss: 0.0826 Validation Accuracy: 94.331066% Epoch 29, Batch 115073 -Loss: 0.0343 Validation Accuracy: 94.240363% Epoch 29, Batch 115201 -Loss: 0.1214 Validation Accuracy: 94.535147% Epoch 29, Batch 115329 -Loss: 0.1007 Validation Accuracy: 93.945578% Epoch 29, Batch 115457 -Loss: 0.0777 Validation Accuracy: 94.648526% Epoch 29, Batch 115585 -Loss: 0.0368 Validation Accuracy: 94.331066% Epoch 29, Batch 115713 -Loss: 0.0187 Validation Accuracy: 94.512472% Epoch 29, Batch 115841 -Loss: 0.0254 Validation Accuracy: 94.036281% Epoch 29, Batch 115969 -Loss: 0.0614 Validation Accuracy: 94.126984% Epoch 29, Batch 116097 -Loss: 0.1032 Validation Accuracy: 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-Loss: 0.0780 Validation Accuracy: 94.739229% Epoch 29, Batch 118145 -Loss: 0.0534 Validation Accuracy: 94.421769% Epoch 29, Batch 118273 -Loss: 0.0308 Validation Accuracy: 94.852608% Epoch 29, Batch 118401 -Loss: 0.0720 Validation Accuracy: 94.444444% Epoch 29, Batch 118529 -Loss: 0.0350 Validation Accuracy: 94.580499% Epoch 29, Batch 118657 -Loss: 0.0356 Validation Accuracy: 94.467120% Epoch 29, Batch 118785 -Loss: 0.0479 Validation Accuracy: 94.693878% Epoch 29, Batch 118913 -Loss: 0.0531 Validation Accuracy: 94.625850% Epoch 29, Batch 119041 -Loss: 0.0778 Validation Accuracy: 94.557823% Epoch 29, Batch 119169 -Loss: 0.0351 Validation Accuracy: 94.331066% Epoch 29, Batch 119297 -Loss: 0.0762 Validation Accuracy: 94.285714% Epoch 29, Batch 119425 -Loss: 0.0132 Validation Accuracy: 94.467120% Epoch 29, Batch 119553 -Loss: 0.0457 Validation Accuracy: 94.331066% Epoch 29, Batch 119681 -Loss: 0.0685 Validation Accuracy: 94.263039% Epoch 29, Batch 119809 -Loss: 0.0553 Validation Accuracy: 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-Loss: 0.0757 Validation Accuracy: 94.580499% Epoch 29, Batch 121857 -Loss: 0.0231 Validation Accuracy: 94.467120% Epoch 29, Batch 121985 -Loss: 0.0586 Validation Accuracy: 94.444444% Epoch 29, Batch 122113 -Loss: 0.0754 Validation Accuracy: 94.376417% Epoch 29, Batch 122241 -Loss: 0.0234 Validation Accuracy: 94.829932% Epoch 29, Batch 122369 -Loss: 0.0040 Validation Accuracy: 94.943311% Epoch 29, Batch 122497 -Loss: 0.0828 Validation Accuracy: 94.693878% Epoch 29, Batch 122625 -Loss: 0.0581 Validation Accuracy: 94.195011% Epoch 29, Batch 122753 -Loss: 0.0349 Validation Accuracy: 94.285714% Epoch 29, Batch 122881 -Loss: 0.0728 Validation Accuracy: 94.399093% Epoch 29, Batch 123009 -Loss: 0.0802 Validation Accuracy: 94.489796% Epoch 29, Batch 123137 -Loss: 0.2376 Validation Accuracy: 94.489796% Epoch 29, Batch 123265 -Loss: 0.0261 Validation Accuracy: 94.784581% Epoch 29, Batch 123393 -Loss: 0.1327 Validation Accuracy: 94.489796% Epoch 29, Batch 123521 -Loss: 0.0644 Validation Accuracy: 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-Loss: 0.1158 Validation Accuracy: 94.126984% Epoch 29, Batch 125569 -Loss: 0.0313 Validation Accuracy: 94.331066% Epoch 29, Batch 125697 -Loss: 0.1550 Validation Accuracy: 94.217687% Epoch 29, Batch 125825 -Loss: 0.0436 Validation Accuracy: 94.444444% Epoch 29, Batch 125953 -Loss: 0.1136 Validation Accuracy: 94.557823% Epoch 29, Batch 126081 -Loss: 0.0853 Validation Accuracy: 94.489796% Epoch 29, Batch 126209 -Loss: 0.1341 Validation Accuracy: 94.058957% Epoch 29, Batch 126337 -Loss: 0.0332 Validation Accuracy: 94.625850% Epoch 29, Batch 126465 -Loss: 0.0420 Validation Accuracy: 94.399093% Epoch 29, Batch 126593 -Loss: 0.0644 Validation Accuracy: 94.331066% Epoch 29, Batch 126721 -Loss: 0.0421 Validation Accuracy: 94.149660% Epoch 29, Batch 126849 -Loss: 0.0049 Validation Accuracy: 94.263039% Epoch 29, Batch 126977 -Loss: 0.0617 Validation Accuracy: 94.240363% Epoch 29, Batch 127105 -Loss: 0.0599 Validation Accuracy: 94.580499% Epoch 29, Batch 127233 -Loss: 0.0243 Validation Accuracy: 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-Loss: 0.0724 Validation Accuracy: 94.399093% Epoch 29, Batch 129281 -Loss: 0.0333 Validation Accuracy: 94.444444% Epoch 29, Batch 129409 -Loss: 0.0671 Validation Accuracy: 94.467120% Epoch 29, Batch 129537 -Loss: 0.0708 Validation Accuracy: 94.421769% Epoch 29, Batch 129665 -Loss: 0.0960 Validation Accuracy: 94.217687% Epoch 29, Batch 129793 -Loss: 0.1375 Validation Accuracy: 94.467120% Epoch 29, Batch 129921 -Loss: 0.1279 Validation Accuracy: 94.172336% Epoch 29, Batch 130049 -Loss: 0.0739 Validation Accuracy: 94.331066% Epoch 29, Batch 130177 -Loss: 0.0415 Validation Accuracy: 94.331066% Epoch 29, Batch 130305 -Loss: 0.0507 Validation Accuracy: 94.149660% Epoch 29, Batch 130433 -Loss: 0.0150 Validation Accuracy: 94.603175% Epoch 29, Batch 130561 -Loss: 0.0778 Validation Accuracy: 94.353741% Epoch 29, Batch 130689 -Loss: 0.0294 Validation Accuracy: 94.671202% Epoch 29, Batch 130817 -Loss: 0.0626 Validation Accuracy: 94.671202% Epoch 29, Batch 130945 -Loss: 0.0852 Validation Accuracy: 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-Loss: 0.0315 Validation Accuracy: 94.693878% Epoch 29, Batch 132993 -Loss: 0.1310 Validation Accuracy: 94.444444% Epoch 29, Batch 133121 -Loss: 0.0125 Validation Accuracy: 94.535147% Epoch 29, Batch 133249 -Loss: 0.1251 Validation Accuracy: 94.807256% Epoch 29, Batch 133377 -Loss: 0.0611 Validation Accuracy: 94.852608% Epoch 29, Batch 133505 -Loss: 0.0712 Validation Accuracy: 94.671202% Epoch 29, Batch 133633 -Loss: 0.0776 Validation Accuracy: 94.217687% Epoch 29, Batch 133761 -Loss: 0.0694 Validation Accuracy: 94.897959% Epoch 29, Batch 133889 -Loss: 0.0339 Validation Accuracy: 95.056689% Epoch 29, Batch 134017 -Loss: 0.0151 Validation Accuracy: 95.011338% Epoch 29, Batch 134145 -Loss: 0.0126 Validation Accuracy: 94.512472% Epoch 29, Batch 134273 -Loss: 0.0364 Validation Accuracy: 94.897959% Epoch 29, Batch 134401 -Loss: 0.0898 Validation Accuracy: 94.784581% Epoch 29, Batch 134529 -Loss: 0.0912 Validation Accuracy: 94.444444% Epoch 29, Batch 134657 -Loss: 0.0454 Validation Accuracy: 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-Loss: 0.0775 Validation Accuracy: 94.625850% Epoch 29, Batch 136705 -Loss: 0.0400 Validation Accuracy: 94.625850% Epoch 29, Batch 136833 -Loss: 0.0430 Validation Accuracy: 94.648526% Epoch 29, Batch 136961 -Loss: 0.0890 Validation Accuracy: 94.013605% Epoch 29, Batch 137089 -Loss: 0.0419 Validation Accuracy: 94.489796% Epoch 29, Batch 137217 -Loss: 0.0231 Validation Accuracy: 94.467120% Epoch 29, Batch 137345 -Loss: 0.0522 Validation Accuracy: 94.331066% Epoch 29, Batch 137473 -Loss: 0.1082 Validation Accuracy: 94.467120% Epoch 29, Batch 137601 -Loss: 0.0186 Validation Accuracy: 94.535147% Epoch 29, Batch 137729 -Loss: 0.1634 Validation Accuracy: 94.331066% Epoch 29, Batch 137857 -Loss: 0.1008 Validation Accuracy: 94.671202% Epoch 29, Batch 137985 -Loss: 0.0764 Validation Accuracy: 94.535147% Epoch 29, Batch 138113 -Loss: 0.0793 Validation Accuracy: 94.467120% Epoch 29, Batch 138241 -Loss: 0.0489 Validation Accuracy: 94.467120% Epoch 29, Batch 138369 -Loss: 0.1312 Validation Accuracy: 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-Loss: 0.0472 Validation Accuracy: 93.900227% Epoch 29, Batch 140417 -Loss: 0.0607 Validation Accuracy: 94.263039% Epoch 29, Batch 140545 -Loss: 0.0751 Validation Accuracy: 94.081633% Epoch 29, Batch 140673 -Loss: 0.0925 Validation Accuracy: 94.217687% Epoch 29, Batch 140801 -Loss: 0.0674 Validation Accuracy: 94.807256% Epoch 29, Batch 140929 -Loss: 0.1254 Validation Accuracy: 94.036281% Epoch 29, Batch 141057 -Loss: 0.0809 Validation Accuracy: 93.990930% Epoch 29, Batch 141185 -Loss: 0.1204 Validation Accuracy: 94.217687% Epoch 29, Batch 141313 -Loss: 0.0756 Validation Accuracy: 94.376417% Epoch 29, Batch 141441 -Loss: 0.0096 Validation Accuracy: 94.625850% Epoch 29, Batch 141569 -Loss: 0.0453 Validation Accuracy: 94.603175% Epoch 29, Batch 141697 -Loss: 0.1220 Validation Accuracy: 94.399093% Epoch 29, Batch 141825 -Loss: 0.0405 Validation Accuracy: 94.421769% Epoch 29, Batch 141953 -Loss: 0.0237 Validation Accuracy: 94.739229% Epoch 29, Batch 142081 -Loss: 0.0146 Validation Accuracy: 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-Loss: 0.0225 Validation Accuracy: 94.671202% Epoch 29, Batch 144129 -Loss: 0.0686 Validation Accuracy: 94.625850% Epoch 29, Batch 144257 -Loss: 0.0696 Validation Accuracy: 94.444444% Epoch 29, Batch 144385 -Loss: 0.0788 Validation Accuracy: 94.852608% Epoch 29, Batch 144513 -Loss: 0.0505 Validation Accuracy: 94.580499% Epoch 29, Batch 144641 -Loss: 0.0801 Validation Accuracy: 94.648526% Epoch 29, Batch 144769 -Loss: 0.0519 Validation Accuracy: 94.784581% Epoch 29, Batch 144897 -Loss: 0.0285 Validation Accuracy: 94.920635% Epoch 29, Batch 145025 -Loss: 0.0118 Validation Accuracy: 94.761905% Epoch 29, Batch 145153 -Loss: 0.0254 Validation Accuracy: 94.467120% Epoch 29, Batch 145281 -Loss: 0.0071 Validation Accuracy: 94.739229% Epoch 29, Batch 145409 -Loss: 0.0358 Validation Accuracy: 94.512472% Epoch 29, Batch 145537 -Loss: 0.0181 Validation Accuracy: 94.784580% Epoch 29, Batch 145665 -Loss: 0.1027 Validation Accuracy: 94.671202% Epoch 29, Batch 145793 -Loss: 0.0281 Validation Accuracy: 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-Loss: 0.0310 Validation Accuracy: 94.353742% Epoch 29, Batch 147841 -Loss: 0.0279 Validation Accuracy: 94.036281% Epoch 29, Batch 147969 -Loss: 0.1032 Validation Accuracy: 93.764172% Epoch 29, Batch 148097 -Loss: 0.0838 Validation Accuracy: 94.467120% Epoch 29, Batch 148225 -Loss: 0.0277 Validation Accuracy: 94.285714% Epoch 29, Batch 148353 -Loss: 0.0235 Validation Accuracy: 94.625850% Epoch 29, Batch 148481 -Loss: 0.0359 Validation Accuracy: 94.263039% Epoch 29, Batch 148609 -Loss: 0.0571 Validation Accuracy: 93.922903% Epoch 29, Batch 148737 -Loss: 0.0465 Validation Accuracy: 93.718821% Epoch 29, Batch 148865 -Loss: 0.0763 Validation Accuracy: 94.353741% Epoch 29, Batch 148993 -Loss: 0.0070 Validation Accuracy: 93.265306% Epoch 29, Batch 149121 -Loss: 0.0420 Validation Accuracy: 93.922902% Epoch 29, Batch 149249 -Loss: 0.0347 Validation Accuracy: 94.126984% Epoch 29, Batch 149377 -Loss: 0.0115 Validation Accuracy: 93.900227% Epoch 29, Batch 149505 -Loss: 0.0163 Validation Accuracy: 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-Loss: 0.0829 Validation Accuracy: 94.104308% Epoch 29, Batch 151553 -Loss: 0.0246 Validation Accuracy: 94.149660% Epoch 29, Batch 151681 -Loss: 0.0667 Validation Accuracy: 94.535147% Epoch 29, Batch 151809 -Loss: 0.0211 Validation Accuracy: 94.331066% Epoch 29, Batch 151937 -Loss: 0.0666 Validation Accuracy: 94.376417% Epoch 29, Batch 152065 -Loss: 0.0961 Validation Accuracy: 94.625850% Epoch 29, Batch 152193 -Loss: 0.0872 Validation Accuracy: 94.603175% Epoch 29, Batch 152321 -Loss: 0.1084 Validation Accuracy: 94.217687% Epoch 29, Batch 152449 -Loss: 0.1550 Validation Accuracy: 94.149660% Epoch 29, Batch 152577 -Loss: 0.0993 Validation Accuracy: 94.603175% Epoch 29, Batch 152705 -Loss: 0.0934 Validation Accuracy: 94.353741% Epoch 29, Batch 152833 -Loss: 0.0406 Validation Accuracy: 94.195011% Epoch 29, Batch 152961 -Loss: 0.1297 Validation Accuracy: 94.467120% Epoch 29, Batch 153089 -Loss: 0.0544 Validation Accuracy: 94.739229% Epoch 29, Batch 153217 -Loss: 0.0518 Validation Accuracy: 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-Loss: 0.0088 Validation Accuracy: 94.489796% Epoch 29, Batch 155265 -Loss: 0.0601 Validation Accuracy: 94.557823% Epoch 29, Batch 155393 -Loss: 0.0315 Validation Accuracy: 94.421769% Epoch 29, Batch 155521 -Loss: 0.0681 Validation Accuracy: 94.648526% Epoch 29, Batch 155649 -Loss: 0.0592 Validation Accuracy: 94.625850% Epoch 29, Batch 155777 -Loss: 0.1051 Validation Accuracy: 95.102041% Epoch 29, Batch 155905 -Loss: 0.0364 Validation Accuracy: 94.784581% Epoch 29, Batch 156033 -Loss: 0.1737 Validation Accuracy: 94.625850% Epoch 29, Batch 156161 -Loss: 0.0358 Validation Accuracy: 94.580499% Epoch 29, Batch 156289 -Loss: 0.0384 Validation Accuracy: 94.671202% Epoch 29, Batch 156417 -Loss: 0.0455 Validation Accuracy: 94.489796% Epoch 29, Batch 156545 -Loss: 0.0551 Validation Accuracy: 94.399093% Epoch 29, Batch 156673 -Loss: 0.0684 Validation Accuracy: 94.285714% Epoch 29, Batch 156801 -Loss: 0.0462 Validation Accuracy: 94.535147% Epoch 29, Batch 156929 -Loss: 0.0818 Validation Accuracy: 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-Loss: 0.0325 Validation Accuracy: 94.693878% Epoch 29, Batch 158977 -Loss: 0.1242 Validation Accuracy: 94.172336% Epoch 29, Batch 159105 -Loss: 0.1045 Validation Accuracy: 94.807256% Epoch 29, Batch 159233 -Loss: 0.0405 Validation Accuracy: 94.353742% Epoch 29, Batch 159361 -Loss: 0.0445 Validation Accuracy: 94.897959% Epoch 29, Batch 159489 -Loss: 0.0676 Validation Accuracy: 94.535147% Epoch 29, Batch 159617 -Loss: 0.0267 Validation Accuracy: 94.535147% Epoch 29, Batch 159745 -Loss: 0.0701 Validation Accuracy: 94.285714% Epoch 29, Batch 159873 -Loss: 0.0829 Validation Accuracy: 93.922902% Epoch 29, Batch 160001 -Loss: 0.0202 Validation Accuracy: 94.671202% Epoch 29, Batch 160129 -Loss: 0.0655 Validation Accuracy: 94.399093% Epoch 29, Batch 160257 -Loss: 0.0293 Validation Accuracy: 94.671202% Epoch 29, Batch 160385 -Loss: 0.1200 Validation Accuracy: 94.512472% Epoch 29, Batch 160513 -Loss: 0.0155 Validation Accuracy: 94.399093% Epoch 29, Batch 160641 -Loss: 0.0628 Validation Accuracy: 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-Loss: 0.0177 Validation Accuracy: 94.875283% Epoch 29, Batch 162689 -Loss: 0.0646 Validation Accuracy: 95.056689% Epoch 29, Batch 162817 -Loss: 0.0458 Validation Accuracy: 94.716553% Epoch 29, Batch 162945 -Loss: 0.0739 Validation Accuracy: 95.442177% Epoch 29, Batch 163073 -Loss: 0.0619 Validation Accuracy: 94.739229% Epoch 29, Batch 163201 -Loss: 0.0502 Validation Accuracy: 94.943311% Epoch 29, Batch 163329 -Loss: 0.0584 Validation Accuracy: 94.852608% Epoch 29, Batch 163457 -Loss: 0.0548 Validation Accuracy: 94.988662% Epoch 29, Batch 163585 -Loss: 0.0665 Validation Accuracy: 94.489796% Epoch 29, Batch 163713 -Loss: 0.0044 Validation Accuracy: 94.739229% Epoch 29, Batch 163841 -Loss: 0.0360 Validation Accuracy: 94.444444% Epoch 29, Batch 163969 -Loss: 0.0339 Validation Accuracy: 94.875283% Epoch 29, Batch 164097 -Loss: 0.0865 Validation Accuracy: 94.648526% Epoch 29, Batch 164225 -Loss: 0.0361 Validation Accuracy: 94.625850% Epoch 29, Batch 164353 -Loss: 0.0311 Validation Accuracy: 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-Loss: 0.0313 Validation Accuracy: 94.353742% Epoch 29, Batch 166401 -Loss: 0.0465 Validation Accuracy: 94.875283% Epoch 29, Batch 166529 -Loss: 0.1497 Validation Accuracy: 94.353742% Epoch 29, Batch 166657 -Loss: 0.1191 Validation Accuracy: 94.444444% Epoch 29, Batch 166785 -Loss: 0.0859 Validation Accuracy: 94.285714% Epoch 29, Batch 166913 -Loss: 0.0636 Validation Accuracy: 94.263039% Epoch 29, Batch 167041 -Loss: 0.0863 Validation Accuracy: 94.036281% Epoch 29, Batch 167169 -Loss: 0.1059 Validation Accuracy: 94.126984% Epoch 29, Batch 167297 -Loss: 0.0973 Validation Accuracy: 94.331066% Epoch 29, Batch 167425 -Loss: 0.0224 Validation Accuracy: 93.854875% Epoch 29, Batch 167553 -Loss: 0.0443 Validation Accuracy: 94.625850% Epoch 29, Batch 167681 -Loss: 0.1304 Validation Accuracy: 94.036281% Epoch 29, Batch 167809 -Loss: 0.0701 Validation Accuracy: 94.399093% Epoch 29, Batch 167937 -Loss: 0.0122 Validation Accuracy: 94.172336% Epoch 29, Batch 168065 -Loss: 0.0509 Validation Accuracy: 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-Loss: 0.0393 Validation Accuracy: 94.489796% Epoch 29, Batch 170113 -Loss: 0.0267 Validation Accuracy: 94.852608% Epoch 29, Batch 170241 -Loss: 0.0566 Validation Accuracy: 94.603175% Epoch 29, Batch 170369 -Loss: 0.1015 Validation Accuracy: 94.126984% Epoch 29, Batch 170497 -Loss: 0.1201 Validation Accuracy: 94.603175% Epoch 29, Batch 170625 -Loss: 0.0486 Validation Accuracy: 94.353741% Epoch 29, Batch 170753 -Loss: 0.0805 Validation Accuracy: 94.421769% Epoch 29, Batch 170881 -Loss: 0.1515 Validation Accuracy: 94.149660% Epoch 29, Batch 171009 -Loss: 0.0321 Validation Accuracy: 94.240363% Epoch 29, Batch 171137 -Loss: 0.0238 Validation Accuracy: 94.489796% Epoch 29, Batch 171265 -Loss: 0.0680 Validation Accuracy: 94.308390% Epoch 29, Batch 171393 -Loss: 0.0223 Validation Accuracy: 94.104308% Epoch 29, Batch 171521 -Loss: 0.0491 Validation Accuracy: 94.308390% Epoch 29, Batch 171649 -Loss: 0.0729 Validation Accuracy: 94.376417% Epoch 29, Batch 171777 -Loss: 0.0900 Validation Accuracy: 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-Loss: 0.1006 Validation Accuracy: 94.512472% Epoch 29, Batch 173825 -Loss: 0.0398 Validation Accuracy: 94.081633% Epoch 29, Batch 173953 -Loss: 0.0175 Validation Accuracy: 94.467120% Epoch 29, Batch 174081 -Loss: 0.0240 Validation Accuracy: 94.013605% Epoch 29, Batch 174209 -Loss: 0.0780 Validation Accuracy: 94.376417% Epoch 29, Batch 174337 -Loss: 0.0305 Validation Accuracy: 94.104308% Epoch 29, Batch 174465 -Loss: 0.0927 Validation Accuracy: 94.263039% Epoch 29, Batch 174593 -Loss: 0.0391 Validation Accuracy: 94.036281% Epoch 29, Batch 174721 -Loss: 0.0344 Validation Accuracy: 94.240363% Epoch 29, Batch 174849 -Loss: 0.0425 Validation Accuracy: 93.922902% Epoch 29, Batch 174977 -Loss: 0.1326 Validation Accuracy: 94.308390% Epoch 29, Batch 175105 -Loss: 0.0201 Validation Accuracy: 93.968254% Epoch 29, Batch 175233 -Loss: 0.0787 Validation Accuracy: 93.922902% Epoch 29, Batch 175361 -Loss: 0.1034 Validation Accuracy: 93.854875% Epoch 29, Batch 175489 -Loss: 0.1045 Validation Accuracy: 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-Loss: 0.0385 Validation Accuracy: 93.990930% Epoch 29, Batch 177537 -Loss: 0.0479 Validation Accuracy: 94.081633% Epoch 29, Batch 177665 -Loss: 0.0687 Validation Accuracy: 93.990930% Epoch 29, Batch 177793 -Loss: 0.0370 Validation Accuracy: 94.172336% Epoch 29, Batch 177921 -Loss: 0.0861 Validation Accuracy: 93.832200% Epoch 29, Batch 178049 -Loss: 0.1088 Validation Accuracy: 94.013605% Epoch 29, Batch 178177 -Loss: 0.0798 Validation Accuracy: 94.149660% Epoch 29, Batch 178305 -Loss: 0.0865 Validation Accuracy: 94.036281% Epoch 29, Batch 178433 -Loss: 0.0876 Validation Accuracy: 94.126984% Epoch 29, Batch 178561 -Loss: 0.0489 Validation Accuracy: 93.492063% Epoch 29, Batch 178689 -Loss: 0.0674 Validation Accuracy: 93.854875% Epoch 29, Batch 178817 -Loss: 0.0866 Validation Accuracy: 93.922903% Epoch 29, Batch 178945 -Loss: 0.1286 Validation Accuracy: 93.650794% Epoch 29, Batch 179073 -Loss: 0.0830 Validation Accuracy: 94.126984% Epoch 29, Batch 179201 -Loss: 0.0085 Validation Accuracy: 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-Loss: 0.0623 Validation Accuracy: 93.537415% Epoch 29, Batch 181249 -Loss: 0.1406 Validation Accuracy: 93.356009% Epoch 29, Batch 181377 -Loss: 0.0805 Validation Accuracy: 93.922903% Epoch 29, Batch 181505 -Loss: 0.0336 Validation Accuracy: 93.628118% Epoch 29, Batch 181633 -Loss: 0.0408 Validation Accuracy: 93.922902% Epoch 29, Batch 181761 -Loss: 0.1026 Validation Accuracy: 93.968254% Epoch 29, Batch 181889 -Loss: 0.0754 Validation Accuracy: 93.764172% Epoch 29, Batch 182017 -Loss: 0.0227 Validation Accuracy: 94.036281% Epoch 29, Batch 182145 -Loss: 0.0415 Validation Accuracy: 93.968254% Epoch 29, Batch 182273 -Loss: 0.1254 Validation Accuracy: 94.399093% Epoch 29, Batch 182401 -Loss: 0.0376 Validation Accuracy: 93.854875% Epoch 29, Batch 182529 -Loss: 0.0353 Validation Accuracy: 93.900227% Epoch 29, Batch 182657 -Loss: 0.1186 Validation Accuracy: 94.036281% Epoch 29, Batch 182785 -Loss: 0.0451 Validation Accuracy: 94.013605% Epoch 29, Batch 182913 -Loss: 0.0790 Validation Accuracy: 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-Loss: 0.0296 Validation Accuracy: 94.285714% Epoch 29, Batch 184961 -Loss: 0.0563 Validation Accuracy: 93.922903% Epoch 29, Batch 185089 -Loss: 0.0815 Validation Accuracy: 94.308390% Epoch 29, Batch 185217 -Loss: 0.1159 Validation Accuracy: 93.809524% Epoch 29, Batch 185345 -Loss: 0.0062 Validation Accuracy: 93.809524% Epoch 29, Batch 185473 -Loss: 0.1226 Validation Accuracy: 93.877551% Epoch 29, Batch 185601 -Loss: 0.0403 Validation Accuracy: 93.537415% Epoch 29, Batch 185729 -Loss: 0.0381 Validation Accuracy: 93.424036% Epoch 29, Batch 185857 -Loss: 0.1420 Validation Accuracy: 93.741497% Epoch 29, Batch 185985 -Loss: 0.0335 Validation Accuracy: 93.809524% Epoch 29, Batch 186113 -Loss: 0.0674 Validation Accuracy: 93.492063% Epoch 29, Batch 186241 -Loss: 0.0427 Validation Accuracy: 93.945578% Epoch 29, Batch 186369 -Loss: 0.0809 Validation Accuracy: 93.990930% Epoch 29, Batch 186497 -Loss: 0.1609 Validation Accuracy: 93.718821% Epoch 29, Batch 186625 -Loss: 0.0557 Validation Accuracy: 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-Loss: 0.0226 Validation Accuracy: 94.126984% Epoch 29, Batch 188673 -Loss: 0.0574 Validation Accuracy: 93.854875% Epoch 29, Batch 188801 -Loss: 0.0693 Validation Accuracy: 94.172336% Epoch 29, Batch 188929 -Loss: 0.1955 Validation Accuracy: 94.172336% Epoch 29, Batch 189057 -Loss: 0.0450 Validation Accuracy: 94.013605% Epoch 29, Batch 189185 -Loss: 0.1078 Validation Accuracy: 94.195011% Epoch 29, Batch 189313 -Loss: 0.0480 Validation Accuracy: 94.376417% Epoch 29, Batch 189441 -Loss: 0.0175 Validation Accuracy: 94.399093% Epoch 29, Batch 189569 -Loss: 0.2039 Validation Accuracy: 94.172336% Epoch 29, Batch 189697 -Loss: 0.0213 Validation Accuracy: 94.240363% Epoch 29, Batch 189825 -Loss: 0.1074 Validation Accuracy: 94.331066% Epoch 29, Batch 189953 -Loss: 0.0610 Validation Accuracy: 94.399093% Epoch 29, Batch 190081 -Loss: 0.0835 Validation Accuracy: 94.308390% Epoch 29, Batch 190209 -Loss: 0.1000 Validation Accuracy: 94.399093% Epoch 29, Batch 190337 -Loss: 0.0236 Validation Accuracy: 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-Loss: 0.0444 Validation Accuracy: 94.535147% Epoch 29, Batch 192385 -Loss: 0.0253 Validation Accuracy: 94.376417% Epoch 29, Batch 192513 -Loss: 0.0336 Validation Accuracy: 94.467120% Epoch 29, Batch 192641 -Loss: 0.0249 Validation Accuracy: 94.489796% Epoch 29, Batch 192769 -Loss: 0.1589 Validation Accuracy: 94.580499% Epoch 29, Batch 192897 -Loss: 0.0851 Validation Accuracy: 94.852608% Epoch 29, Batch 193025 -Loss: 0.1019 Validation Accuracy: 94.421769% Epoch 29, Batch 193153 -Loss: 0.1474 Validation Accuracy: 94.353742% Epoch 29, Batch 193281 -Loss: 0.1006 Validation Accuracy: 94.716553% Epoch 29, Batch 193409 -Loss: 0.0627 Validation Accuracy: 94.965986% Epoch 29, Batch 193537 -Loss: 0.0861 Validation Accuracy: 94.195011% Epoch 29, Batch 193665 -Loss: 0.1086 Validation Accuracy: 94.489796% Epoch 29, Batch 193793 -Loss: 0.0702 Validation Accuracy: 94.489796% Epoch 29, Batch 193921 -Loss: 0.1334 Validation Accuracy: 94.875283% Epoch 29, Batch 194049 -Loss: 0.0250 Validation Accuracy: 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-Loss: 0.0336 Validation Accuracy: 94.376417% Epoch 29, Batch 199809 -Loss: 0.1081 Validation Accuracy: 94.285714% Epoch 29, Batch 199937 -Loss: 0.0881 Validation Accuracy: 94.036281% Epoch 29, Batch 200065 -Loss: 0.0119 Validation Accuracy: 94.126984% Epoch 29, Batch 200193 -Loss: 0.0949 Validation Accuracy: 94.399093% Epoch 29, Batch 200321 -Loss: 0.0177 Validation Accuracy: 93.968254% Epoch 29, Batch 200449 -Loss: 0.0380 Validation Accuracy: 94.285714% Epoch 29, Batch 200577 -Loss: 0.0308 Validation Accuracy: 94.058957% Epoch 29, Batch 200705 -Loss: 0.0541 Validation Accuracy: 93.990930% Epoch 29, Batch 200833 -Loss: 0.0700 Validation Accuracy: 94.149660% Epoch 29, Batch 200961 -Loss: 0.0398 Validation Accuracy: 94.149660% Epoch 29, Batch 201089 -Loss: 0.1085 Validation Accuracy: 94.308390% Epoch 29, Batch 201217 -Loss: 0.0227 Validation Accuracy: 94.240363% Epoch 29, Batch 201345 -Loss: 0.0261 Validation Accuracy: 94.104308% Epoch 29, Batch 201473 -Loss: 0.0225 Validation Accuracy: 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-Loss: 0.0565 Validation Accuracy: 94.126984% Epoch 29, Batch 203521 -Loss: 0.0848 Validation Accuracy: 94.376417% Epoch 29, Batch 203649 -Loss: 0.0940 Validation Accuracy: 94.172336% Epoch 29, Batch 203777 -Loss: 0.0448 Validation Accuracy: 94.285714% Epoch 29, Batch 203905 -Loss: 0.0393 Validation Accuracy: 94.399093% Epoch 29, Batch 204033 -Loss: 0.1740 Validation Accuracy: 94.399093% Epoch 29, Batch 204161 -Loss: 0.0098 Validation Accuracy: 94.172336% Epoch 29, Batch 204289 -Loss: 0.0177 Validation Accuracy: 94.081633% Epoch 29, Batch 204417 -Loss: 0.0300 Validation Accuracy: 94.058957% Epoch 29, Batch 204545 -Loss: 0.0283 Validation Accuracy: 94.444444% Epoch 29, Batch 204673 -Loss: 0.0584 Validation Accuracy: 93.990930% Epoch 29, Batch 204801 -Loss: 0.0410 Validation Accuracy: 94.421769% Epoch 29, Batch 204929 -Loss: 0.0796 Validation Accuracy: 94.195011% Epoch 29, Batch 205057 -Loss: 0.0296 Validation Accuracy: 94.376417% Epoch 29, Batch 205185 -Loss: 0.0458 Validation Accuracy: 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Validation Accuracy: 94.217687% Epoch 30, Batch 5889 -Loss: 0.0155 Validation Accuracy: 94.081633% Epoch 30, Batch 6017 -Loss: 0.0756 Validation Accuracy: 94.580499% Epoch 30, Batch 6145 -Loss: 0.0932 Validation Accuracy: 94.421769% Epoch 30, Batch 6273 -Loss: 0.0575 Validation Accuracy: 94.580499% Epoch 30, Batch 6401 -Loss: 0.1577 Validation Accuracy: 94.285714% Epoch 30, Batch 6529 -Loss: 0.0784 Validation Accuracy: 94.603175% Epoch 30, Batch 6657 -Loss: 0.1011 Validation Accuracy: 94.580499% Epoch 30, Batch 6785 -Loss: 0.0503 Validation Accuracy: 94.784581% Epoch 30, Batch 6913 -Loss: 0.0130 Validation Accuracy: 95.102041% Epoch 30, Batch 7041 -Loss: 0.0261 Validation Accuracy: 95.170068% Epoch 30, Batch 7169 -Loss: 0.0668 Validation Accuracy: 94.512472% Epoch 30, Batch 7297 -Loss: 0.0617 Validation Accuracy: 94.739229% Epoch 30, Batch 7425 -Loss: 0.0365 Validation Accuracy: 94.671202% Epoch 30, Batch 7553 -Loss: 0.0301 Validation Accuracy: 94.852608% Epoch 30, Batch 7681 -Loss: 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-Loss: 0.0486 Validation Accuracy: 94.580499% Epoch 30, Batch 9729 -Loss: 0.1084 Validation Accuracy: 94.421769% Epoch 30, Batch 9857 -Loss: 0.0740 Validation Accuracy: 94.444444% Epoch 30, Batch 9985 -Loss: 0.1057 Validation Accuracy: 94.739229% Epoch 30, Batch 10113 -Loss: 0.0494 Validation Accuracy: 94.557823% Epoch 30, Batch 10241 -Loss: 0.0084 Validation Accuracy: 94.648526% Epoch 30, Batch 10369 -Loss: 0.1066 Validation Accuracy: 94.308390% Epoch 30, Batch 10497 -Loss: 0.0608 Validation Accuracy: 94.512472% Epoch 30, Batch 10625 -Loss: 0.0940 Validation Accuracy: 94.512472% Epoch 30, Batch 10753 -Loss: 0.0164 Validation Accuracy: 94.852608% Epoch 30, Batch 10881 -Loss: 0.1060 Validation Accuracy: 94.739229% Epoch 30, Batch 11009 -Loss: 0.0147 Validation Accuracy: 94.331066% Epoch 30, Batch 11137 -Loss: 0.0435 Validation Accuracy: 94.648526% Epoch 30, Batch 11265 -Loss: 0.0263 Validation Accuracy: 94.784581% Epoch 30, Batch 11393 -Loss: 0.0349 Validation Accuracy: 94.580499% Epoch 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-Loss: 0.1160 Validation Accuracy: 93.786848% Epoch 30, Batch 15361 -Loss: 0.0913 Validation Accuracy: 93.832200% Epoch 30, Batch 15489 -Loss: 0.0482 Validation Accuracy: 93.741497% Epoch 30, Batch 15617 -Loss: 0.0153 Validation Accuracy: 93.877551% Epoch 30, Batch 15745 -Loss: 0.0707 Validation Accuracy: 93.990930% Epoch 30, Batch 15873 -Loss: 0.0225 Validation Accuracy: 94.081633% Epoch 30, Batch 16001 -Loss: 0.0355 Validation Accuracy: 94.580499% Epoch 30, Batch 16129 -Loss: 0.0598 Validation Accuracy: 94.240363% Epoch 30, Batch 16257 -Loss: 0.0546 Validation Accuracy: 94.149660% Epoch 30, Batch 16385 -Loss: 0.1199 Validation Accuracy: 94.421769% Epoch 30, Batch 16513 -Loss: 0.0574 Validation Accuracy: 94.195011% Epoch 30, Batch 16641 -Loss: 0.0365 Validation Accuracy: 93.786848% Epoch 30, Batch 16769 -Loss: 0.0121 Validation Accuracy: 94.557823% Epoch 30, Batch 16897 -Loss: 0.0258 Validation Accuracy: 94.217687% Epoch 30, Batch 17025 -Loss: 0.1038 Validation Accuracy: 94.240363% 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-Loss: 0.0995 Validation Accuracy: 94.240363% Epoch 30, Batch 20993 -Loss: 0.1021 Validation Accuracy: 94.013605% Epoch 30, Batch 21121 -Loss: 0.0984 Validation Accuracy: 94.217687% Epoch 30, Batch 21249 -Loss: 0.0368 Validation Accuracy: 94.580499% Epoch 30, Batch 21377 -Loss: 0.0319 Validation Accuracy: 94.149660% Epoch 30, Batch 21505 -Loss: 0.1302 Validation Accuracy: 94.308390% Epoch 30, Batch 21633 -Loss: 0.0614 Validation Accuracy: 93.922902% Epoch 30, Batch 21761 -Loss: 0.0922 Validation Accuracy: 93.877551% Epoch 30, Batch 21889 -Loss: 0.0418 Validation Accuracy: 94.036281% Epoch 30, Batch 22017 -Loss: 0.0315 Validation Accuracy: 94.058957% Epoch 30, Batch 22145 -Loss: 0.1007 Validation Accuracy: 94.172336% Epoch 30, Batch 22273 -Loss: 0.0763 Validation Accuracy: 93.650794% Epoch 30, Batch 22401 -Loss: 0.0541 Validation Accuracy: 94.126984% Epoch 30, Batch 22529 -Loss: 0.0185 Validation Accuracy: 93.922903% Epoch 30, Batch 22657 -Loss: 0.1030 Validation Accuracy: 94.535147% 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-Loss: 0.0182 Validation Accuracy: 93.718821% Epoch 30, Batch 26625 -Loss: 0.0882 Validation Accuracy: 93.242630% Epoch 30, Batch 26753 -Loss: 0.1029 Validation Accuracy: 93.537415% Epoch 30, Batch 26881 -Loss: 0.0191 Validation Accuracy: 93.265306% Epoch 30, Batch 27009 -Loss: 0.0719 Validation Accuracy: 93.310658% Epoch 30, Batch 27137 -Loss: 0.1663 Validation Accuracy: 93.673469% Epoch 30, Batch 27265 -Loss: 0.0340 Validation Accuracy: 93.492064% Epoch 30, Batch 27393 -Loss: 0.0717 Validation Accuracy: 94.240363% Epoch 30, Batch 27521 -Loss: 0.0907 Validation Accuracy: 93.900227% Epoch 30, Batch 27649 -Loss: 0.0419 Validation Accuracy: 93.764172% Epoch 30, Batch 27777 -Loss: 0.0047 Validation Accuracy: 93.854875% Epoch 30, Batch 27905 -Loss: 0.0404 Validation Accuracy: 93.560091% Epoch 30, Batch 28033 -Loss: 0.0718 Validation Accuracy: 93.560091% Epoch 30, Batch 28161 -Loss: 0.0373 Validation Accuracy: 94.013605% Epoch 30, Batch 28289 -Loss: 0.0687 Validation Accuracy: 94.353742% 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-Loss: 0.1512 Validation Accuracy: 93.877551% Epoch 30, Batch 32257 -Loss: 0.0238 Validation Accuracy: 94.058957% Epoch 30, Batch 32385 -Loss: 0.0055 Validation Accuracy: 94.217687% Epoch 30, Batch 32513 -Loss: 0.0452 Validation Accuracy: 94.104308% Epoch 30, Batch 32641 -Loss: 0.0639 Validation Accuracy: 93.741497% Epoch 30, Batch 32769 -Loss: 0.0658 Validation Accuracy: 94.058957% Epoch 30, Batch 32897 -Loss: 0.0059 Validation Accuracy: 94.557823% Epoch 30, Batch 33025 -Loss: 0.0831 Validation Accuracy: 94.353741% Epoch 30, Batch 33153 -Loss: 0.1728 Validation Accuracy: 94.444444% Epoch 30, Batch 33281 -Loss: 0.0477 Validation Accuracy: 93.673469% Epoch 30, Batch 33409 -Loss: 0.1314 Validation Accuracy: 94.195011% Epoch 30, Batch 33537 -Loss: 0.0419 Validation Accuracy: 94.217687% Epoch 30, Batch 33665 -Loss: 0.0511 Validation Accuracy: 94.648526% Epoch 30, Batch 33793 -Loss: 0.1015 Validation Accuracy: 94.126984% Epoch 30, Batch 33921 -Loss: 0.0791 Validation Accuracy: 94.535147% 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-Loss: 0.0292 Validation Accuracy: 94.172336% Epoch 30, Batch 37889 -Loss: 0.0733 Validation Accuracy: 93.922902% Epoch 30, Batch 38017 -Loss: 0.0819 Validation Accuracy: 94.013605% Epoch 30, Batch 38145 -Loss: 0.1000 Validation Accuracy: 94.036281% Epoch 30, Batch 38273 -Loss: 0.0159 Validation Accuracy: 94.399093% Epoch 30, Batch 38401 -Loss: 0.0194 Validation Accuracy: 94.421769% Epoch 30, Batch 38529 -Loss: 0.0899 Validation Accuracy: 94.217687% Epoch 30, Batch 38657 -Loss: 0.0627 Validation Accuracy: 94.104308% Epoch 30, Batch 38785 -Loss: 0.0282 Validation Accuracy: 93.990930% Epoch 30, Batch 38913 -Loss: 0.1014 Validation Accuracy: 94.263039% Epoch 30, Batch 39041 -Loss: 0.0319 Validation Accuracy: 94.965986% Epoch 30, Batch 39169 -Loss: 0.1289 Validation Accuracy: 94.761905% Epoch 30, Batch 39297 -Loss: 0.0615 Validation Accuracy: 94.580499% Epoch 30, Batch 39425 -Loss: 0.0058 Validation Accuracy: 94.603175% Epoch 30, Batch 39553 -Loss: 0.0446 Validation Accuracy: 94.580499% 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-Loss: 0.0301 Validation Accuracy: 94.331066% Epoch 30, Batch 43521 -Loss: 0.0336 Validation Accuracy: 94.943311% Epoch 30, Batch 43649 -Loss: 0.0478 Validation Accuracy: 94.240363% Epoch 30, Batch 43777 -Loss: 0.0740 Validation Accuracy: 94.943311% Epoch 30, Batch 43905 -Loss: 0.0530 Validation Accuracy: 94.353742% Epoch 30, Batch 44033 -Loss: 0.0156 Validation Accuracy: 94.648526% Epoch 30, Batch 44161 -Loss: 0.0051 Validation Accuracy: 94.580499% Epoch 30, Batch 44289 -Loss: 0.0200 Validation Accuracy: 94.716553% Epoch 30, Batch 44417 -Loss: 0.0320 Validation Accuracy: 94.399093% Epoch 30, Batch 44545 -Loss: 0.0234 Validation Accuracy: 94.376417% Epoch 30, Batch 44673 -Loss: 0.0582 Validation Accuracy: 94.467120% Epoch 30, Batch 44801 -Loss: 0.0751 Validation Accuracy: 94.263039% Epoch 30, Batch 44929 -Loss: 0.0335 Validation Accuracy: 95.011338% Epoch 30, Batch 45057 -Loss: 0.1428 Validation Accuracy: 94.829932% Epoch 30, Batch 45185 -Loss: 0.0233 Validation Accuracy: 94.580499% 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-Loss: 0.0147 Validation Accuracy: 94.308390% Epoch 30, Batch 49153 -Loss: 0.1163 Validation Accuracy: 93.832200% Epoch 30, Batch 49281 -Loss: 0.0694 Validation Accuracy: 93.446712% Epoch 30, Batch 49409 -Loss: 0.0184 Validation Accuracy: 93.492064% Epoch 30, Batch 49537 -Loss: 0.0646 Validation Accuracy: 93.809524% Epoch 30, Batch 49665 -Loss: 0.0844 Validation Accuracy: 94.126984% Epoch 30, Batch 49793 -Loss: 0.0823 Validation Accuracy: 93.809524% Epoch 30, Batch 49921 -Loss: 0.0304 Validation Accuracy: 94.058957% Epoch 30, Batch 50049 -Loss: 0.1047 Validation Accuracy: 94.104308% Epoch 30, Batch 50177 -Loss: 0.0515 Validation Accuracy: 94.104308% Epoch 30, Batch 50305 -Loss: 0.0691 Validation Accuracy: 94.081633% Epoch 30, Batch 50433 -Loss: 0.0718 Validation Accuracy: 93.560091% Epoch 30, Batch 50561 -Loss: 0.0900 Validation Accuracy: 93.560091% Epoch 30, Batch 50689 -Loss: 0.0610 Validation Accuracy: 93.945578% Epoch 30, Batch 50817 -Loss: 0.0195 Validation Accuracy: 94.172336% 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-Loss: 0.0453 Validation Accuracy: 93.945578% Epoch 30, Batch 54785 -Loss: 0.0267 Validation Accuracy: 94.467120% Epoch 30, Batch 54913 -Loss: 0.0843 Validation Accuracy: 94.784581% Epoch 30, Batch 55041 -Loss: 0.0458 Validation Accuracy: 94.172336% Epoch 30, Batch 55169 -Loss: 0.0551 Validation Accuracy: 94.285714% Epoch 30, Batch 55297 -Loss: 0.0488 Validation Accuracy: 93.900227% Epoch 30, Batch 55425 -Loss: 0.0498 Validation Accuracy: 94.648526% Epoch 30, Batch 55553 -Loss: 0.0464 Validation Accuracy: 94.353741% Epoch 30, Batch 55681 -Loss: 0.1024 Validation Accuracy: 94.104308% Epoch 30, Batch 55809 -Loss: 0.1096 Validation Accuracy: 94.739229% Epoch 30, Batch 55937 -Loss: 0.0256 Validation Accuracy: 94.263039% Epoch 30, Batch 56065 -Loss: 0.0691 Validation Accuracy: 94.943311% Epoch 30, Batch 56193 -Loss: 0.0271 Validation Accuracy: 94.331066% Epoch 30, Batch 56321 -Loss: 0.0666 Validation Accuracy: 94.399093% Epoch 30, Batch 56449 -Loss: 0.0388 Validation Accuracy: 94.535147% 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-Loss: 0.1533 Validation Accuracy: 93.605442% Epoch 30, Batch 60417 -Loss: 0.0355 Validation Accuracy: 94.217687% Epoch 30, Batch 60545 -Loss: 0.0538 Validation Accuracy: 93.809524% Epoch 30, Batch 60673 -Loss: 0.0525 Validation Accuracy: 93.764172% Epoch 30, Batch 60801 -Loss: 0.1227 Validation Accuracy: 93.809524% Epoch 30, Batch 60929 -Loss: 0.1737 Validation Accuracy: 93.786848% Epoch 30, Batch 61057 -Loss: 0.0390 Validation Accuracy: 94.331066% Epoch 30, Batch 61185 -Loss: 0.0674 Validation Accuracy: 94.195011% Epoch 30, Batch 61313 -Loss: 0.0665 Validation Accuracy: 93.990930% Epoch 30, Batch 61441 -Loss: 0.0789 Validation Accuracy: 93.922903% Epoch 30, Batch 61569 -Loss: 0.0237 Validation Accuracy: 93.854875% Epoch 30, Batch 61697 -Loss: 0.0416 Validation Accuracy: 93.786848% Epoch 30, Batch 61825 -Loss: 0.1268 Validation Accuracy: 94.172336% Epoch 30, Batch 61953 -Loss: 0.0324 Validation Accuracy: 94.172336% Epoch 30, Batch 62081 -Loss: 0.0324 Validation Accuracy: 93.968254% 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-Loss: 0.0468 Validation Accuracy: 94.376417% Epoch 30, Batch 66049 -Loss: 0.0801 Validation Accuracy: 94.489796% Epoch 30, Batch 66177 -Loss: 0.0339 Validation Accuracy: 94.648526% Epoch 30, Batch 66305 -Loss: 0.0516 Validation Accuracy: 94.467120% Epoch 30, Batch 66433 -Loss: 0.1407 Validation Accuracy: 94.557823% Epoch 30, Batch 66561 -Loss: 0.0858 Validation Accuracy: 94.603175% Epoch 30, Batch 66689 -Loss: 0.0839 Validation Accuracy: 94.852608% Epoch 30, Batch 66817 -Loss: 0.0693 Validation Accuracy: 94.285714% Epoch 30, Batch 66945 -Loss: 0.0113 Validation Accuracy: 94.353742% Epoch 30, Batch 67073 -Loss: 0.0669 Validation Accuracy: 94.467120% Epoch 30, Batch 67201 -Loss: 0.0184 Validation Accuracy: 94.625850% Epoch 30, Batch 67329 -Loss: 0.0613 Validation Accuracy: 94.240363% Epoch 30, Batch 67457 -Loss: 0.0316 Validation Accuracy: 94.512472% Epoch 30, Batch 67585 -Loss: 0.0500 Validation Accuracy: 94.399093% Epoch 30, Batch 67713 -Loss: 0.0559 Validation Accuracy: 94.671202% 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-Loss: 0.0092 Validation Accuracy: 94.648526% Epoch 30, Batch 71681 -Loss: 0.1147 Validation Accuracy: 94.376417% Epoch 30, Batch 71809 -Loss: 0.0280 Validation Accuracy: 94.580499% Epoch 30, Batch 71937 -Loss: 0.0553 Validation Accuracy: 94.399093% Epoch 30, Batch 72065 -Loss: 0.0652 Validation Accuracy: 94.852608% Epoch 30, Batch 72193 -Loss: 0.0165 Validation Accuracy: 94.285714% Epoch 30, Batch 72321 -Loss: 0.0757 Validation Accuracy: 94.285714% Epoch 30, Batch 72449 -Loss: 0.0848 Validation Accuracy: 94.421769% Epoch 30, Batch 72577 -Loss: 0.0295 Validation Accuracy: 94.557823% Epoch 30, Batch 72705 -Loss: 0.1156 Validation Accuracy: 94.263039% Epoch 30, Batch 72833 -Loss: 0.0453 Validation Accuracy: 94.285714% Epoch 30, Batch 72961 -Loss: 0.0789 Validation Accuracy: 94.172336% Epoch 30, Batch 73089 -Loss: 0.0388 Validation Accuracy: 93.877551% Epoch 30, Batch 73217 -Loss: 0.0622 Validation Accuracy: 94.172336% Epoch 30, Batch 73345 -Loss: 0.0365 Validation Accuracy: 94.399093% 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-Loss: 0.0721 Validation Accuracy: 94.625850% Epoch 30, Batch 82945 -Loss: 0.1139 Validation Accuracy: 94.217687% Epoch 30, Batch 83073 -Loss: 0.0370 Validation Accuracy: 95.124717% Epoch 30, Batch 83201 -Loss: 0.0248 Validation Accuracy: 94.784581% Epoch 30, Batch 83329 -Loss: 0.1144 Validation Accuracy: 94.399093% Epoch 30, Batch 83457 -Loss: 0.0941 Validation Accuracy: 94.603175% Epoch 30, Batch 83585 -Loss: 0.0638 Validation Accuracy: 94.829932% Epoch 30, Batch 83713 -Loss: 0.1164 Validation Accuracy: 94.580499% Epoch 30, Batch 83841 -Loss: 0.0719 Validation Accuracy: 94.331066% Epoch 30, Batch 83969 -Loss: 0.0220 Validation Accuracy: 94.535147% Epoch 30, Batch 84097 -Loss: 0.0597 Validation Accuracy: 94.580499% Epoch 30, Batch 84225 -Loss: 0.1294 Validation Accuracy: 94.353742% Epoch 30, Batch 84353 -Loss: 0.0338 Validation Accuracy: 94.580499% Epoch 30, Batch 84481 -Loss: 0.0435 Validation Accuracy: 94.058957% Epoch 30, Batch 84609 -Loss: 0.0736 Validation Accuracy: 94.512472% 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-Loss: 0.0571 Validation Accuracy: 94.852608% Epoch 30, Batch 88577 -Loss: 0.0652 Validation Accuracy: 94.625850% Epoch 30, Batch 88705 -Loss: 0.1554 Validation Accuracy: 94.716553% Epoch 30, Batch 88833 -Loss: 0.0450 Validation Accuracy: 94.399093% Epoch 30, Batch 88961 -Loss: 0.1639 Validation Accuracy: 94.104308% Epoch 30, Batch 89089 -Loss: 0.0672 Validation Accuracy: 94.739229% Epoch 30, Batch 89217 -Loss: 0.1788 Validation Accuracy: 94.671202% Epoch 30, Batch 89345 -Loss: 0.0512 Validation Accuracy: 94.761905% Epoch 30, Batch 89473 -Loss: 0.0193 Validation Accuracy: 94.807256% Epoch 30, Batch 89601 -Loss: 0.0382 Validation Accuracy: 94.489796% Epoch 30, Batch 89729 -Loss: 0.0575 Validation Accuracy: 94.353742% Epoch 30, Batch 89857 -Loss: 0.1007 Validation Accuracy: 94.671202% Epoch 30, Batch 89985 -Loss: 0.0680 Validation Accuracy: 94.671202% Epoch 30, Batch 90113 -Loss: 0.0499 Validation Accuracy: 94.716553% Epoch 30, Batch 90241 -Loss: 0.0761 Validation Accuracy: 94.648526% Epoch 30, Batch 90369 -Loss: 0.0550 Validation Accuracy: 94.761905% Epoch 30, Batch 90497 -Loss: 0.0656 Validation Accuracy: 94.603175% Epoch 30, Batch 90625 -Loss: 0.0770 Validation Accuracy: 95.034014% Epoch 30, Batch 90753 -Loss: 0.0688 Validation Accuracy: 94.671202% Epoch 30, Batch 90881 -Loss: 0.0182 Validation Accuracy: 94.489796% Epoch 30, Batch 91009 -Loss: 0.0376 Validation Accuracy: 94.512472% Epoch 30, Batch 91137 -Loss: 0.0673 Validation Accuracy: 94.784581% Epoch 30, Batch 91265 -Loss: 0.0178 Validation Accuracy: 94.240363% Epoch 30, Batch 91393 -Loss: 0.0717 Validation Accuracy: 94.693878% Epoch 30, Batch 91521 -Loss: 0.0529 Validation Accuracy: 94.399093% Epoch 30, Batch 91649 -Loss: 0.0076 Validation Accuracy: 94.829932% Epoch 30, Batch 91777 -Loss: 0.1420 Validation Accuracy: 94.353741% Epoch 30, Batch 91905 -Loss: 0.1421 Validation Accuracy: 94.829932% Epoch 30, Batch 92033 -Loss: 0.0260 Validation Accuracy: 94.875283% Epoch 30, Batch 92161 -Loss: 0.0543 Validation 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-Loss: 0.0169 Validation Accuracy: 94.331066% Epoch 30, Batch 94209 -Loss: 0.0406 Validation Accuracy: 94.625850% Epoch 30, Batch 94337 -Loss: 0.0394 Validation Accuracy: 94.897959% Epoch 30, Batch 94465 -Loss: 0.1826 Validation Accuracy: 94.693878% Epoch 30, Batch 94593 -Loss: 0.0333 Validation Accuracy: 94.625850% Epoch 30, Batch 94721 -Loss: 0.0804 Validation Accuracy: 94.603175% Epoch 30, Batch 94849 -Loss: 0.0400 Validation Accuracy: 94.421769% Epoch 30, Batch 94977 -Loss: 0.0262 Validation Accuracy: 94.512472% Epoch 30, Batch 95105 -Loss: 0.0823 Validation Accuracy: 94.943311% Epoch 30, Batch 95233 -Loss: 0.0371 Validation Accuracy: 94.013605% Epoch 30, Batch 95361 -Loss: 0.0734 Validation Accuracy: 94.716553% Epoch 30, Batch 95489 -Loss: 0.0203 Validation Accuracy: 94.512472% Epoch 30, Batch 95617 -Loss: 0.0667 Validation Accuracy: 94.739229% Epoch 30, Batch 95745 -Loss: 0.0191 Validation Accuracy: 94.263039% Epoch 30, Batch 95873 -Loss: 0.0773 Validation Accuracy: 94.376417% 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-Loss: 0.0286 Validation Accuracy: 93.945578% Epoch 30, Batch 103553 -Loss: 0.1006 Validation Accuracy: 94.172336% Epoch 30, Batch 103681 -Loss: 0.0757 Validation Accuracy: 93.854875% Epoch 30, Batch 103809 -Loss: 0.0637 Validation Accuracy: 94.399093% Epoch 30, Batch 103937 -Loss: 0.1089 Validation Accuracy: 93.990930% Epoch 30, Batch 104065 -Loss: 0.0534 Validation Accuracy: 94.308390% Epoch 30, Batch 104193 -Loss: 0.0403 Validation Accuracy: 93.945578% Epoch 30, Batch 104321 -Loss: 0.0306 Validation Accuracy: 94.195011% Epoch 30, Batch 104449 -Loss: 0.0482 Validation Accuracy: 94.376417% Epoch 30, Batch 104577 -Loss: 0.0148 Validation Accuracy: 94.603175% Epoch 30, Batch 104705 -Loss: 0.0253 Validation Accuracy: 94.421769% Epoch 30, Batch 104833 -Loss: 0.0784 Validation Accuracy: 94.240363% Epoch 30, Batch 104961 -Loss: 0.1167 Validation Accuracy: 94.625850% Epoch 30, Batch 105089 -Loss: 0.0679 Validation Accuracy: 93.854875% Epoch 30, Batch 105217 -Loss: 0.1030 Validation Accuracy: 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-Loss: 0.0549 Validation Accuracy: 93.990930% Epoch 30, Batch 107265 -Loss: 0.0245 Validation Accuracy: 94.149660% Epoch 30, Batch 107393 -Loss: 0.1195 Validation Accuracy: 93.832200% Epoch 30, Batch 107521 -Loss: 0.1774 Validation Accuracy: 94.058957% Epoch 30, Batch 107649 -Loss: 0.0453 Validation Accuracy: 94.013605% Epoch 30, Batch 107777 -Loss: 0.0387 Validation Accuracy: 93.990930% Epoch 30, Batch 107905 -Loss: 0.0042 Validation Accuracy: 93.764172% Epoch 30, Batch 108033 -Loss: 0.0226 Validation Accuracy: 93.582766% Epoch 30, Batch 108161 -Loss: 0.0215 Validation Accuracy: 93.877551% Epoch 30, Batch 108289 -Loss: 0.0161 Validation Accuracy: 93.990930% Epoch 30, Batch 108417 -Loss: 0.0537 Validation Accuracy: 93.628118% Epoch 30, Batch 108545 -Loss: 0.0547 Validation Accuracy: 94.126984% Epoch 30, Batch 108673 -Loss: 0.1132 Validation Accuracy: 93.809524% Epoch 30, Batch 108801 -Loss: 0.0368 Validation Accuracy: 93.537415% Epoch 30, Batch 108929 -Loss: 0.0603 Validation Accuracy: 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-Loss: 0.0366 Validation Accuracy: 94.217687% Epoch 30, Batch 110977 -Loss: 0.0326 Validation Accuracy: 94.240363% Epoch 30, Batch 111105 -Loss: 0.0858 Validation Accuracy: 93.968254% Epoch 30, Batch 111233 -Loss: 0.0460 Validation Accuracy: 94.081633% Epoch 30, Batch 111361 -Loss: 0.0304 Validation Accuracy: 94.512472% Epoch 30, Batch 111489 -Loss: 0.0544 Validation Accuracy: 94.217687% Epoch 30, Batch 111617 -Loss: 0.0418 Validation Accuracy: 94.149660% Epoch 30, Batch 111745 -Loss: 0.0952 Validation Accuracy: 94.557823% Epoch 30, Batch 111873 -Loss: 0.0282 Validation Accuracy: 94.331066% Epoch 30, Batch 112001 -Loss: 0.0505 Validation Accuracy: 93.968254% Epoch 30, Batch 112129 -Loss: 0.0751 Validation Accuracy: 93.764172% Epoch 30, Batch 112257 -Loss: 0.0567 Validation Accuracy: 93.990930% Epoch 30, Batch 112385 -Loss: 0.0970 Validation Accuracy: 93.718821% Epoch 30, Batch 112513 -Loss: 0.0814 Validation Accuracy: 94.308390% Epoch 30, Batch 112641 -Loss: 0.1072 Validation Accuracy: 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-Loss: 0.1182 Validation Accuracy: 94.263039% Epoch 30, Batch 114689 -Loss: 0.0704 Validation Accuracy: 93.968254% Epoch 30, Batch 114817 -Loss: 0.0461 Validation Accuracy: 94.353742% Epoch 30, Batch 114945 -Loss: 0.0459 Validation Accuracy: 94.172336% Epoch 30, Batch 115073 -Loss: 0.3066 Validation Accuracy: 93.809524% Epoch 30, Batch 115201 -Loss: 0.0880 Validation Accuracy: 94.104308% Epoch 30, Batch 115329 -Loss: 0.0352 Validation Accuracy: 93.764172% Epoch 30, Batch 115457 -Loss: 0.0572 Validation Accuracy: 94.036281% Epoch 30, Batch 115585 -Loss: 0.0403 Validation Accuracy: 93.877551% Epoch 30, Batch 115713 -Loss: 0.1179 Validation Accuracy: 94.081633% Epoch 30, Batch 115841 -Loss: 0.0187 Validation Accuracy: 93.922903% Epoch 30, Batch 115969 -Loss: 0.1211 Validation Accuracy: 93.832200% Epoch 30, Batch 116097 -Loss: 0.1559 Validation Accuracy: 94.263039% Epoch 30, Batch 116225 -Loss: 0.0576 Validation Accuracy: 94.058957% Epoch 30, Batch 116353 -Loss: 0.0499 Validation Accuracy: 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-Loss: 0.0305 Validation Accuracy: 94.013605% Epoch 30, Batch 118401 -Loss: 0.0385 Validation Accuracy: 94.126984% Epoch 30, Batch 118529 -Loss: 0.0272 Validation Accuracy: 94.195011% Epoch 30, Batch 118657 -Loss: 0.0343 Validation Accuracy: 94.149660% Epoch 30, Batch 118785 -Loss: 0.0891 Validation Accuracy: 94.036281% Epoch 30, Batch 118913 -Loss: 0.1079 Validation Accuracy: 94.217687% Epoch 30, Batch 119041 -Loss: 0.0230 Validation Accuracy: 94.081633% Epoch 30, Batch 119169 -Loss: 0.0458 Validation Accuracy: 94.081633% Epoch 30, Batch 119297 -Loss: 0.0419 Validation Accuracy: 94.036281% Epoch 30, Batch 119425 -Loss: 0.0404 Validation Accuracy: 93.877551% Epoch 30, Batch 119553 -Loss: 0.0326 Validation Accuracy: 94.331066% Epoch 30, Batch 119681 -Loss: 0.0559 Validation Accuracy: 94.376417% Epoch 30, Batch 119809 -Loss: 0.0262 Validation Accuracy: 94.240363% Epoch 30, Batch 119937 -Loss: 0.0965 Validation Accuracy: 94.331066% Epoch 30, Batch 120065 -Loss: 0.0224 Validation Accuracy: 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-Loss: 0.1223 Validation Accuracy: 94.195011% Epoch 30, Batch 122113 -Loss: 0.0048 Validation Accuracy: 94.421769% Epoch 30, Batch 122241 -Loss: 0.0312 Validation Accuracy: 94.331066% Epoch 30, Batch 122369 -Loss: 0.0179 Validation Accuracy: 94.331066% Epoch 30, Batch 122497 -Loss: 0.0898 Validation Accuracy: 94.172336% Epoch 30, Batch 122625 -Loss: 0.0735 Validation Accuracy: 94.353741% Epoch 30, Batch 122753 -Loss: 0.0851 Validation Accuracy: 94.036281% Epoch 30, Batch 122881 -Loss: 0.0690 Validation Accuracy: 94.285714% Epoch 30, Batch 123009 -Loss: 0.1226 Validation Accuracy: 94.353742% Epoch 30, Batch 123137 -Loss: 0.0741 Validation Accuracy: 94.126984% Epoch 30, Batch 123265 -Loss: 0.0741 Validation Accuracy: 94.331066% Epoch 30, Batch 123393 -Loss: 0.0177 Validation Accuracy: 94.467120% Epoch 30, Batch 123521 -Loss: 0.0464 Validation Accuracy: 94.285714% Epoch 30, Batch 123649 -Loss: 0.0312 Validation Accuracy: 94.671202% Epoch 30, Batch 123777 -Loss: 0.0496 Validation Accuracy: 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-Loss: 0.1084 Validation Accuracy: 94.625850% Epoch 30, Batch 125825 -Loss: 0.0294 Validation Accuracy: 94.761905% Epoch 30, Batch 125953 -Loss: 0.0183 Validation Accuracy: 94.761905% Epoch 30, Batch 126081 -Loss: 0.0416 Validation Accuracy: 94.648526% Epoch 30, Batch 126209 -Loss: 0.0240 Validation Accuracy: 94.648526% Epoch 30, Batch 126337 -Loss: 0.0680 Validation Accuracy: 94.580499% Epoch 30, Batch 126465 -Loss: 0.0901 Validation Accuracy: 94.263039% Epoch 30, Batch 126593 -Loss: 0.0372 Validation Accuracy: 94.625850% Epoch 30, Batch 126721 -Loss: 0.0490 Validation Accuracy: 94.308390% Epoch 30, Batch 126849 -Loss: 0.1038 Validation Accuracy: 94.399093% Epoch 30, Batch 126977 -Loss: 0.0103 Validation Accuracy: 94.263039% Epoch 30, Batch 127105 -Loss: 0.0780 Validation Accuracy: 94.149660% Epoch 30, Batch 127233 -Loss: 0.0325 Validation Accuracy: 94.195011% Epoch 30, Batch 127361 -Loss: 0.0973 Validation Accuracy: 94.308390% Epoch 30, Batch 127489 -Loss: 0.0601 Validation Accuracy: 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-Loss: 0.0284 Validation Accuracy: 94.807256% Epoch 30, Batch 129537 -Loss: 0.1356 Validation Accuracy: 94.671202% Epoch 30, Batch 129665 -Loss: 0.0286 Validation Accuracy: 94.625850% Epoch 30, Batch 129793 -Loss: 0.0852 Validation Accuracy: 94.671202% Epoch 30, Batch 129921 -Loss: 0.1544 Validation Accuracy: 94.897959% Epoch 30, Batch 130049 -Loss: 0.0499 Validation Accuracy: 95.011338% Epoch 30, Batch 130177 -Loss: 0.0837 Validation Accuracy: 94.625850% Epoch 30, Batch 130305 -Loss: 0.0476 Validation Accuracy: 94.988662% Epoch 30, Batch 130433 -Loss: 0.0719 Validation Accuracy: 94.263039% Epoch 30, Batch 130561 -Loss: 0.0576 Validation Accuracy: 94.807256% Epoch 30, Batch 130689 -Loss: 0.0382 Validation Accuracy: 94.308390% Epoch 30, Batch 130817 -Loss: 0.0353 Validation Accuracy: 94.331066% Epoch 30, Batch 130945 -Loss: 0.0386 Validation Accuracy: 94.512472% Epoch 30, Batch 131073 -Loss: 0.0149 Validation Accuracy: 94.648526% Epoch 30, Batch 131201 -Loss: 0.0720 Validation Accuracy: 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-Loss: 0.0751 Validation Accuracy: 94.603175% Epoch 30, Batch 136961 -Loss: 0.0510 Validation Accuracy: 93.990930% Epoch 30, Batch 137089 -Loss: 0.0864 Validation Accuracy: 94.195011% Epoch 30, Batch 137217 -Loss: 0.0497 Validation Accuracy: 94.240363% Epoch 30, Batch 137345 -Loss: 0.0937 Validation Accuracy: 94.285714% Epoch 30, Batch 137473 -Loss: 0.1179 Validation Accuracy: 94.217687% Epoch 30, Batch 137601 -Loss: 0.0076 Validation Accuracy: 94.444444% Epoch 30, Batch 137729 -Loss: 0.0467 Validation Accuracy: 94.353742% Epoch 30, Batch 137857 -Loss: 0.0215 Validation Accuracy: 94.467120% Epoch 30, Batch 137985 -Loss: 0.0201 Validation Accuracy: 94.535147% Epoch 30, Batch 138113 -Loss: 0.0492 Validation Accuracy: 94.126984% Epoch 30, Batch 138241 -Loss: 0.0648 Validation Accuracy: 94.331066% Epoch 30, Batch 138369 -Loss: 0.0218 Validation Accuracy: 94.489796% Epoch 30, Batch 138497 -Loss: 0.0435 Validation Accuracy: 94.149660% Epoch 30, Batch 138625 -Loss: 0.0199 Validation Accuracy: 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-Loss: 0.0113 Validation Accuracy: 94.807256% Epoch 30, Batch 140673 -Loss: 0.0351 Validation Accuracy: 94.126984% Epoch 30, Batch 140801 -Loss: 0.0702 Validation Accuracy: 94.399093% Epoch 30, Batch 140929 -Loss: 0.0698 Validation Accuracy: 94.172336% Epoch 30, Batch 141057 -Loss: 0.1029 Validation Accuracy: 94.535147% Epoch 30, Batch 141185 -Loss: 0.0672 Validation Accuracy: 94.761905% Epoch 30, Batch 141313 -Loss: 0.0876 Validation Accuracy: 94.036281% Epoch 30, Batch 141441 -Loss: 0.0797 Validation Accuracy: 94.285714% Epoch 30, Batch 141569 -Loss: 0.0770 Validation Accuracy: 95.147392% Epoch 30, Batch 141697 -Loss: 0.0368 Validation Accuracy: 95.260771% Epoch 30, Batch 141825 -Loss: 0.0977 Validation Accuracy: 94.603175% Epoch 30, Batch 141953 -Loss: 0.0432 Validation Accuracy: 95.419501% Epoch 30, Batch 142081 -Loss: 0.0157 Validation Accuracy: 94.965986% Epoch 30, Batch 142209 -Loss: 0.0901 Validation Accuracy: 94.784580% Epoch 30, Batch 142337 -Loss: 0.0454 Validation Accuracy: 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-Loss: 0.0563 Validation Accuracy: 94.761905% Epoch 30, Batch 144385 -Loss: 0.0998 Validation Accuracy: 94.716553% Epoch 30, Batch 144513 -Loss: 0.0555 Validation Accuracy: 95.079365% Epoch 30, Batch 144641 -Loss: 0.0364 Validation Accuracy: 94.716553% Epoch 30, Batch 144769 -Loss: 0.0491 Validation Accuracy: 94.625850% Epoch 30, Batch 144897 -Loss: 0.0477 Validation Accuracy: 94.421769% Epoch 30, Batch 145025 -Loss: 0.1251 Validation Accuracy: 94.535147% Epoch 30, Batch 145153 -Loss: 0.0337 Validation Accuracy: 95.034014% Epoch 30, Batch 145281 -Loss: 0.0478 Validation Accuracy: 94.557823% Epoch 30, Batch 145409 -Loss: 0.0458 Validation Accuracy: 94.988662% Epoch 30, Batch 145537 -Loss: 0.1297 Validation Accuracy: 94.671202% Epoch 30, Batch 145665 -Loss: 0.0234 Validation Accuracy: 94.512472% Epoch 30, Batch 145793 -Loss: 0.0710 Validation Accuracy: 94.467120% Epoch 30, Batch 145921 -Loss: 0.0409 Validation Accuracy: 94.784581% Epoch 30, Batch 146049 -Loss: 0.0154 Validation Accuracy: 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-Loss: 0.1002 Validation Accuracy: 94.081633% Epoch 30, Batch 148097 -Loss: 0.0232 Validation Accuracy: 93.764172% Epoch 30, Batch 148225 -Loss: 0.0784 Validation Accuracy: 94.308390% Epoch 30, Batch 148353 -Loss: 0.1108 Validation Accuracy: 94.489796% Epoch 30, Batch 148481 -Loss: 0.0591 Validation Accuracy: 94.263039% Epoch 30, Batch 148609 -Loss: 0.0673 Validation Accuracy: 94.580499% Epoch 30, Batch 148737 -Loss: 0.0346 Validation Accuracy: 94.421769% Epoch 30, Batch 148865 -Loss: 0.0425 Validation Accuracy: 94.149660% Epoch 30, Batch 148993 -Loss: 0.0846 Validation Accuracy: 94.013605% Epoch 30, Batch 149121 -Loss: 0.0715 Validation Accuracy: 94.580499% Epoch 30, Batch 149249 -Loss: 0.0355 Validation Accuracy: 94.126984% Epoch 30, Batch 149377 -Loss: 0.0664 Validation Accuracy: 94.376417% Epoch 30, Batch 149505 -Loss: 0.1563 Validation Accuracy: 94.489796% Epoch 30, Batch 149633 -Loss: 0.0773 Validation Accuracy: 94.172336% Epoch 30, Batch 149761 -Loss: 0.0085 Validation Accuracy: 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-Loss: 0.0667 Validation Accuracy: 94.512472% Epoch 30, Batch 151809 -Loss: 0.0570 Validation Accuracy: 94.535147% Epoch 30, Batch 151937 -Loss: 0.0343 Validation Accuracy: 94.852608% Epoch 30, Batch 152065 -Loss: 0.0338 Validation Accuracy: 94.353741% Epoch 30, Batch 152193 -Loss: 0.0275 Validation Accuracy: 94.308390% Epoch 30, Batch 152321 -Loss: 0.0916 Validation Accuracy: 94.421769% Epoch 30, Batch 152449 -Loss: 0.0283 Validation Accuracy: 93.922903% Epoch 30, Batch 152577 -Loss: 0.0239 Validation Accuracy: 94.603175% Epoch 30, Batch 152705 -Loss: 0.0423 Validation Accuracy: 94.716553% Epoch 30, Batch 152833 -Loss: 0.1051 Validation Accuracy: 94.263039% Epoch 30, Batch 152961 -Loss: 0.0411 Validation Accuracy: 94.489796% Epoch 30, Batch 153089 -Loss: 0.0407 Validation Accuracy: 94.512472% Epoch 30, Batch 153217 -Loss: 0.0718 Validation Accuracy: 94.376417% Epoch 30, Batch 153345 -Loss: 0.0273 Validation Accuracy: 94.716553% Epoch 30, Batch 153473 -Loss: 0.0132 Validation Accuracy: 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-Loss: 0.0915 Validation Accuracy: 94.172336% Epoch 30, Batch 155521 -Loss: 0.0936 Validation Accuracy: 94.285714% Epoch 30, Batch 155649 -Loss: 0.0689 Validation Accuracy: 94.625850% Epoch 30, Batch 155777 -Loss: 0.0777 Validation Accuracy: 94.535147% Epoch 30, Batch 155905 -Loss: 0.0614 Validation Accuracy: 94.580499% Epoch 30, Batch 156033 -Loss: 0.0167 Validation Accuracy: 94.852608% Epoch 30, Batch 156161 -Loss: 0.1026 Validation Accuracy: 94.489796% Epoch 30, Batch 156289 -Loss: 0.0434 Validation Accuracy: 94.535147% Epoch 30, Batch 156417 -Loss: 0.0212 Validation Accuracy: 94.421769% Epoch 30, Batch 156545 -Loss: 0.0343 Validation Accuracy: 94.580499% Epoch 30, Batch 156673 -Loss: 0.0347 Validation Accuracy: 94.535147% Epoch 30, Batch 156801 -Loss: 0.0145 Validation Accuracy: 94.444444% Epoch 30, Batch 156929 -Loss: 0.0364 Validation Accuracy: 94.784581% Epoch 30, Batch 157057 -Loss: 0.0577 Validation Accuracy: 94.693878% Epoch 30, Batch 157185 -Loss: 0.0305 Validation Accuracy: 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-Loss: 0.0708 Validation Accuracy: 94.308390% Epoch 30, Batch 159233 -Loss: 0.0897 Validation Accuracy: 94.308390% Epoch 30, Batch 159361 -Loss: 0.0701 Validation Accuracy: 94.308390% Epoch 30, Batch 159489 -Loss: 0.0630 Validation Accuracy: 94.739229% Epoch 30, Batch 159617 -Loss: 0.0603 Validation Accuracy: 94.467120% Epoch 30, Batch 159745 -Loss: 0.0459 Validation Accuracy: 94.444444% Epoch 30, Batch 159873 -Loss: 0.1234 Validation Accuracy: 94.195011% Epoch 30, Batch 160001 -Loss: 0.0405 Validation Accuracy: 94.489796% Epoch 30, Batch 160129 -Loss: 0.0350 Validation Accuracy: 94.217687% Epoch 30, Batch 160257 -Loss: 0.1095 Validation Accuracy: 94.263039% Epoch 30, Batch 160385 -Loss: 0.0320 Validation Accuracy: 93.968254% Epoch 30, Batch 160513 -Loss: 0.0258 Validation Accuracy: 93.560091% Epoch 30, Batch 160641 -Loss: 0.1389 Validation Accuracy: 94.172336% Epoch 30, Batch 160769 -Loss: 0.0635 Validation Accuracy: 93.945578% Epoch 30, Batch 160897 -Loss: 0.0740 Validation Accuracy: 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-Loss: 0.0197 Validation Accuracy: 94.671202% Epoch 30, Batch 162945 -Loss: 0.1042 Validation Accuracy: 94.285714% Epoch 30, Batch 163073 -Loss: 0.0311 Validation Accuracy: 94.467120% Epoch 30, Batch 163201 -Loss: 0.0491 Validation Accuracy: 94.149660% Epoch 30, Batch 163329 -Loss: 0.0123 Validation Accuracy: 94.444444% Epoch 30, Batch 163457 -Loss: 0.0476 Validation Accuracy: 94.104308% Epoch 30, Batch 163585 -Loss: 0.0120 Validation Accuracy: 94.240363% Epoch 30, Batch 163713 -Loss: 0.0525 Validation Accuracy: 94.353742% Epoch 30, Batch 163841 -Loss: 0.0477 Validation Accuracy: 94.353742% Epoch 30, Batch 163969 -Loss: 0.1556 Validation Accuracy: 94.489796% Epoch 30, Batch 164097 -Loss: 0.0199 Validation Accuracy: 94.444444% Epoch 30, Batch 164225 -Loss: 0.1299 Validation Accuracy: 94.263039% Epoch 30, Batch 164353 -Loss: 0.1874 Validation Accuracy: 94.421769% Epoch 30, Batch 164481 -Loss: 0.0339 Validation Accuracy: 93.968254% Epoch 30, Batch 164609 -Loss: 0.0166 Validation Accuracy: 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-Loss: 0.0629 Validation Accuracy: 94.376417% Epoch 30, Batch 166657 -Loss: 0.0095 Validation Accuracy: 94.217687% Epoch 30, Batch 166785 -Loss: 0.0458 Validation Accuracy: 94.104308% Epoch 30, Batch 166913 -Loss: 0.0584 Validation Accuracy: 94.172336% Epoch 30, Batch 167041 -Loss: 0.0733 Validation Accuracy: 94.580499% Epoch 30, Batch 167169 -Loss: 0.0324 Validation Accuracy: 93.877551% Epoch 30, Batch 167297 -Loss: 0.0134 Validation Accuracy: 94.240363% Epoch 30, Batch 167425 -Loss: 0.0336 Validation Accuracy: 94.126984% Epoch 30, Batch 167553 -Loss: 0.0765 Validation Accuracy: 94.353741% Epoch 30, Batch 167681 -Loss: 0.0740 Validation Accuracy: 94.263039% Epoch 30, Batch 167809 -Loss: 0.0354 Validation Accuracy: 94.489796% Epoch 30, Batch 167937 -Loss: 0.0551 Validation Accuracy: 94.625850% Epoch 30, Batch 168065 -Loss: 0.0345 Validation Accuracy: 94.331066% Epoch 30, Batch 168193 -Loss: 0.0173 Validation Accuracy: 94.444444% Epoch 30, Batch 168321 -Loss: 0.0889 Validation Accuracy: 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-Loss: 0.0260 Validation Accuracy: 94.149660% Epoch 30, Batch 170369 -Loss: 0.1205 Validation Accuracy: 94.512472% Epoch 30, Batch 170497 -Loss: 0.0926 Validation Accuracy: 94.467120% Epoch 30, Batch 170625 -Loss: 0.0198 Validation Accuracy: 94.353742% Epoch 30, Batch 170753 -Loss: 0.0565 Validation Accuracy: 94.444444% Epoch 30, Batch 170881 -Loss: 0.1236 Validation Accuracy: 94.603175% Epoch 30, Batch 171009 -Loss: 0.0210 Validation Accuracy: 94.172336% Epoch 30, Batch 171137 -Loss: 0.0666 Validation Accuracy: 93.877551% Epoch 30, Batch 171265 -Loss: 0.0245 Validation Accuracy: 93.968254% Epoch 30, Batch 171393 -Loss: 0.0645 Validation Accuracy: 93.968254% Epoch 30, Batch 171521 -Loss: 0.0931 Validation Accuracy: 93.945578% Epoch 30, Batch 171649 -Loss: 0.0705 Validation Accuracy: 94.013605% Epoch 30, Batch 171777 -Loss: 0.0262 Validation Accuracy: 94.104308% Epoch 30, Batch 171905 -Loss: 0.0687 Validation Accuracy: 93.809524% Epoch 30, Batch 172033 -Loss: 0.0241 Validation Accuracy: 94.263039% Epoch 30, Batch 172161 -Loss: 0.0243 Validation Accuracy: 94.285714% Epoch 30, Batch 172289 -Loss: 0.0106 Validation Accuracy: 94.331066% Epoch 30, Batch 172417 -Loss: 0.0317 Validation Accuracy: 94.195011% Epoch 30, Batch 172545 -Loss: 0.0237 Validation Accuracy: 94.172336% Epoch 30, Batch 172673 -Loss: 0.0060 Validation Accuracy: 94.263039% Epoch 30, Batch 172801 -Loss: 0.0781 Validation Accuracy: 94.467120% Epoch 30, Batch 172929 -Loss: 0.0530 Validation Accuracy: 94.535147% Epoch 30, Batch 173057 -Loss: 0.0840 Validation Accuracy: 94.308390% Epoch 30, Batch 173185 -Loss: 0.0182 Validation Accuracy: 94.444444% Epoch 30, Batch 173313 -Loss: 0.0830 Validation Accuracy: 94.535147% Epoch 30, Batch 173441 -Loss: 0.0743 Validation Accuracy: 94.331066% Epoch 30, Batch 173569 -Loss: 0.0130 Validation Accuracy: 94.512472% Epoch 30, Batch 173697 -Loss: 0.0223 Validation Accuracy: 94.625850% Epoch 30, Batch 173825 -Loss: 0.0382 Validation Accuracy: 94.172336% Epoch 30, Batch 173953 -Loss: 0.1303 Validation Accuracy: 94.648526% Epoch 30, Batch 174081 -Loss: 0.1381 Validation Accuracy: 94.603175% Epoch 30, Batch 174209 -Loss: 0.0583 Validation Accuracy: 94.807256% Epoch 30, Batch 174337 -Loss: 0.0562 Validation Accuracy: 94.557823% Epoch 30, Batch 174465 -Loss: 0.2365 Validation Accuracy: 94.331066% Epoch 30, Batch 174593 -Loss: 0.0740 Validation Accuracy: 94.761905% Epoch 30, Batch 174721 -Loss: 0.0201 Validation Accuracy: 94.603175% Epoch 30, Batch 174849 -Loss: 0.0269 Validation Accuracy: 94.557823% Epoch 30, Batch 174977 -Loss: 0.0708 Validation Accuracy: 94.671202% Epoch 30, Batch 175105 -Loss: 0.0250 Validation Accuracy: 94.739229% Epoch 30, Batch 175233 -Loss: 0.0196 Validation Accuracy: 94.195011% Epoch 30, Batch 175361 -Loss: 0.0427 Validation Accuracy: 94.421769% Epoch 30, Batch 175489 -Loss: 0.0626 Validation Accuracy: 94.535147% Epoch 30, Batch 175617 -Loss: 0.0658 Validation Accuracy: 94.331066% Epoch 30, Batch 175745 -Loss: 0.0670 Validation Accuracy: 94.648526% Epoch 30, Batch 175873 -Loss: 0.1548 Validation Accuracy: 94.716553% Epoch 30, Batch 176001 -Loss: 0.0254 Validation Accuracy: 94.897959% Epoch 30, Batch 176129 -Loss: 0.1383 Validation Accuracy: 94.512472% Epoch 30, Batch 176257 -Loss: 0.1549 Validation Accuracy: 94.557823% Epoch 30, Batch 176385 -Loss: 0.0071 Validation Accuracy: 94.353741% Epoch 30, Batch 176513 -Loss: 0.0178 Validation Accuracy: 94.263039% Epoch 30, Batch 176641 -Loss: 0.0956 Validation Accuracy: 94.693878% Epoch 30, Batch 176769 -Loss: 0.0418 Validation Accuracy: 94.399093% Epoch 30, Batch 176897 -Loss: 0.0283 Validation Accuracy: 94.557823% Epoch 30, Batch 177025 -Loss: 0.0352 Validation Accuracy: 94.716553% Epoch 30, Batch 177153 -Loss: 0.0590 Validation Accuracy: 94.489796% Epoch 30, Batch 177281 -Loss: 0.0599 Validation Accuracy: 94.512472% Epoch 30, Batch 177409 -Loss: 0.0289 Validation Accuracy: 94.285714% Epoch 30, Batch 177537 -Loss: 0.0494 Validation Accuracy: 94.376417% Epoch 30, Batch 177665 -Loss: 0.0618 Validation Accuracy: 94.308390% Epoch 30, Batch 177793 -Loss: 0.0352 Validation Accuracy: 94.807256% Epoch 30, Batch 177921 -Loss: 0.0473 Validation Accuracy: 94.739229% Epoch 30, Batch 178049 -Loss: 0.0474 Validation Accuracy: 94.263039% Epoch 30, Batch 178177 -Loss: 0.0596 Validation Accuracy: 94.149660% Epoch 30, Batch 178305 -Loss: 0.0459 Validation Accuracy: 94.285714% Epoch 30, Batch 178433 -Loss: 0.0993 Validation Accuracy: 94.603175% Epoch 30, Batch 178561 -Loss: 0.0280 Validation Accuracy: 94.648526% Epoch 30, Batch 178689 -Loss: 0.0627 Validation Accuracy: 93.922903% Epoch 30, Batch 178817 -Loss: 0.0649 Validation Accuracy: 94.444444% Epoch 30, Batch 178945 -Loss: 0.0799 Validation Accuracy: 94.807256% Epoch 30, Batch 179073 -Loss: 0.0867 Validation Accuracy: 94.535147% Epoch 30, Batch 179201 -Loss: 0.0384 Validation Accuracy: 94.557823% Epoch 30, Batch 179329 -Loss: 0.0589 Validation Accuracy: 94.535147% Epoch 30, Batch 179457 -Loss: 0.0180 Validation Accuracy: 94.625850% Epoch 30, Batch 179585 -Loss: 0.0381 Validation Accuracy: 94.739229% Epoch 30, Batch 179713 -Loss: 0.0506 Validation Accuracy: 94.648526% Epoch 30, Batch 179841 -Loss: 0.0718 Validation Accuracy: 94.489796% Epoch 30, Batch 179969 -Loss: 0.0372 Validation Accuracy: 94.467120% Epoch 30, Batch 180097 -Loss: 0.0585 Validation Accuracy: 94.126984% Epoch 30, Batch 180225 -Loss: 0.0609 Validation Accuracy: 94.149660% Epoch 30, Batch 180353 -Loss: 0.0479 Validation Accuracy: 94.761905% Epoch 30, Batch 180481 -Loss: 0.1300 Validation Accuracy: 94.625850% Epoch 30, Batch 180609 -Loss: 0.0556 Validation Accuracy: 93.968254% Epoch 30, Batch 180737 -Loss: 0.1410 Validation Accuracy: 94.467120% Epoch 30, Batch 180865 -Loss: 0.0300 Validation Accuracy: 94.308390% Epoch 30, Batch 180993 -Loss: 0.1358 Validation Accuracy: 94.807256% Epoch 30, Batch 181121 -Loss: 0.0554 Validation Accuracy: 94.693878% Epoch 30, Batch 181249 -Loss: 0.1019 Validation Accuracy: 94.535147% Epoch 30, Batch 181377 -Loss: 0.0574 Validation Accuracy: 94.671202% Epoch 30, Batch 181505 -Loss: 0.0776 Validation Accuracy: 94.897959% Epoch 30, Batch 181633 -Loss: 0.0323 Validation Accuracy: 94.671202% Epoch 30, Batch 181761 -Loss: 0.0871 Validation Accuracy: 94.943311% Epoch 30, Batch 181889 -Loss: 0.0756 Validation Accuracy: 94.829932% Epoch 30, Batch 182017 -Loss: 0.0511 Validation Accuracy: 94.535147% Epoch 30, Batch 182145 -Loss: 0.0299 Validation Accuracy: 94.603175% Epoch 30, Batch 182273 -Loss: 0.0618 Validation Accuracy: 94.376417% Epoch 30, Batch 182401 -Loss: 0.1021 Validation Accuracy: 94.489796% Epoch 30, Batch 182529 -Loss: 0.0709 Validation Accuracy: 94.376417% Epoch 30, Batch 182657 -Loss: 0.0356 Validation Accuracy: 94.444444% Epoch 30, Batch 182785 -Loss: 0.0258 Validation Accuracy: 94.126984% Epoch 30, Batch 182913 -Loss: 0.0429 Validation Accuracy: 94.580499% Epoch 30, Batch 183041 -Loss: 0.0785 Validation Accuracy: 94.195011% Epoch 30, Batch 183169 -Loss: 0.0469 Validation Accuracy: 94.217687% Epoch 30, Batch 183297 -Loss: 0.0232 Validation Accuracy: 94.353741% Epoch 30, Batch 183425 -Loss: 0.0688 Validation Accuracy: 94.172336% Epoch 30, Batch 183553 -Loss: 0.0709 Validation Accuracy: 93.809524% Epoch 30, Batch 183681 -Loss: 0.0927 Validation Accuracy: 94.058957% Epoch 30, Batch 183809 -Loss: 0.0555 Validation Accuracy: 94.104308% Epoch 30, Batch 183937 -Loss: 0.0157 Validation Accuracy: 94.421769% Epoch 30, Batch 184065 -Loss: 0.0400 Validation Accuracy: 93.809524% Epoch 30, Batch 184193 -Loss: 0.0087 Validation Accuracy: 94.399093% Epoch 30, Batch 184321 -Loss: 0.0478 Validation Accuracy: 94.852608% Epoch 30, Batch 184449 -Loss: 0.1021 Validation Accuracy: 94.444444% Epoch 30, Batch 184577 -Loss: 0.0871 Validation Accuracy: 94.126984% Epoch 30, Batch 184705 -Loss: 0.0358 Validation Accuracy: 94.376417% Epoch 30, Batch 184833 -Loss: 0.0192 Validation Accuracy: 94.308390% Epoch 30, Batch 184961 -Loss: 0.1030 Validation Accuracy: 94.331066% Epoch 30, Batch 185089 -Loss: 0.0846 Validation Accuracy: 94.217687% Epoch 30, Batch 185217 -Loss: 0.0864 Validation Accuracy: 94.263039% Epoch 30, Batch 185345 -Loss: 0.0593 Validation Accuracy: 94.648526% Epoch 30, Batch 185473 -Loss: 0.0082 Validation Accuracy: 94.331066% Epoch 30, Batch 185601 -Loss: 0.0408 Validation Accuracy: 94.399093% Epoch 30, Batch 185729 -Loss: 0.0427 Validation Accuracy: 94.149660% Epoch 30, Batch 185857 -Loss: 0.0088 Validation Accuracy: 94.240363% Epoch 30, Batch 185985 -Loss: 0.0170 Validation Accuracy: 94.217687% Epoch 30, Batch 186113 -Loss: 0.1026 Validation Accuracy: 94.444444% Epoch 30, Batch 186241 -Loss: 0.0743 Validation Accuracy: 94.240363% Epoch 30, Batch 186369 -Loss: 0.0255 Validation Accuracy: 94.240363% Epoch 30, Batch 186497 -Loss: 0.0382 Validation Accuracy: 93.990930% Epoch 30, Batch 186625 -Loss: 0.0572 Validation Accuracy: 94.308390% Epoch 30, Batch 186753 -Loss: 0.0077 Validation Accuracy: 94.126984% Epoch 30, Batch 186881 -Loss: 0.0677 Validation Accuracy: 94.399093% Epoch 30, Batch 187009 -Loss: 0.0371 Validation Accuracy: 94.421769% Epoch 30, Batch 187137 -Loss: 0.0062 Validation Accuracy: 93.990930% Epoch 30, Batch 187265 -Loss: 0.0488 Validation Accuracy: 94.331066% Epoch 30, Batch 187393 -Loss: 0.0489 Validation Accuracy: 94.376417% Epoch 30, Batch 187521 -Loss: 0.0466 Validation Accuracy: 94.126984% Epoch 30, Batch 187649 -Loss: 0.0231 Validation Accuracy: 94.580499% Epoch 30, Batch 187777 -Loss: 0.0203 Validation Accuracy: 94.353741% Epoch 30, Batch 187905 -Loss: 0.1328 Validation Accuracy: 94.376417% Epoch 30, Batch 188033 -Loss: 0.0211 Validation Accuracy: 94.399093% Epoch 30, Batch 188161 -Loss: 0.1021 Validation Accuracy: 94.376417% Epoch 30, Batch 188289 -Loss: 0.0657 Validation Accuracy: 94.489796% Epoch 30, Batch 188417 -Loss: 0.0273 Validation Accuracy: 94.126984% Epoch 30, Batch 188545 -Loss: 0.0149 Validation Accuracy: 94.104308% Epoch 30, Batch 188673 -Loss: 0.1341 Validation Accuracy: 94.195011% Epoch 30, Batch 188801 -Loss: 0.0644 Validation Accuracy: 94.353742% Epoch 30, Batch 188929 -Loss: 0.0601 Validation Accuracy: 94.240363% Epoch 30, Batch 189057 -Loss: 0.0157 Validation Accuracy: 94.240363% Epoch 30, Batch 189185 -Loss: 0.0763 Validation Accuracy: 94.693878% Epoch 30, Batch 189313 -Loss: 0.0991 Validation Accuracy: 94.353741% Epoch 30, Batch 189441 -Loss: 0.0479 Validation Accuracy: 94.603175% Epoch 30, Batch 189569 -Loss: 0.1071 Validation Accuracy: 93.968254% Epoch 30, Batch 189697 -Loss: 0.0553 Validation Accuracy: 94.285714% Epoch 30, Batch 189825 -Loss: 0.1495 Validation Accuracy: 94.149660% Epoch 30, Batch 189953 -Loss: 0.0142 Validation Accuracy: 94.603175% Epoch 30, Batch 190081 -Loss: 0.2042 Validation Accuracy: 94.149660% Epoch 30, Batch 190209 -Loss: 0.0464 Validation Accuracy: 94.263039% Epoch 30, Batch 190337 -Loss: 0.0894 Validation Accuracy: 94.013605% Epoch 30, Batch 190465 -Loss: 0.1166 Validation Accuracy: 94.126984% Epoch 30, Batch 190593 -Loss: 0.1168 Validation Accuracy: 93.854875% Epoch 30, Batch 190721 -Loss: 0.0362 Validation Accuracy: 94.104308% Epoch 30, Batch 190849 -Loss: 0.0144 Validation Accuracy: 94.399093% Epoch 30, Batch 190977 -Loss: 0.0663 Validation Accuracy: 94.058957% Epoch 30, Batch 191105 -Loss: 0.1225 Validation Accuracy: 94.172336% Epoch 30, Batch 191233 -Loss: 0.0619 Validation Accuracy: 93.673469% Epoch 30, Batch 191361 -Loss: 0.1458 Validation Accuracy: 94.104308% Epoch 30, Batch 191489 -Loss: 0.1164 Validation Accuracy: 94.217687% Epoch 30, Batch 191617 -Loss: 0.0191 Validation Accuracy: 94.172336% Epoch 30, Batch 191745 -Loss: 0.0303 Validation Accuracy: 94.126984% Epoch 30, Batch 191873 -Loss: 0.0546 Validation Accuracy: 94.149660% Epoch 30, Batch 192001 -Loss: 0.0258 Validation Accuracy: 93.945578% Epoch 30, Batch 192129 -Loss: 0.0308 Validation Accuracy: 94.467120% Epoch 30, Batch 192257 -Loss: 0.1052 Validation Accuracy: 94.149660% Epoch 30, Batch 192385 -Loss: 0.0648 Validation Accuracy: 93.900227% Epoch 30, Batch 192513 -Loss: 0.0906 Validation Accuracy: 94.376417% Epoch 30, Batch 192641 -Loss: 0.0459 Validation Accuracy: 94.149660% Epoch 30, Batch 192769 -Loss: 0.0048 Validation Accuracy: 94.331066% Epoch 30, Batch 192897 -Loss: 0.0780 Validation Accuracy: 94.058957% Epoch 30, Batch 193025 -Loss: 0.0515 Validation Accuracy: 94.217687% Epoch 30, Batch 193153 -Loss: 0.0665 Validation Accuracy: 94.195011% Epoch 30, Batch 193281 -Loss: 0.0299 Validation Accuracy: 94.217687% Epoch 30, Batch 193409 -Loss: 0.0347 Validation Accuracy: 94.263039% Epoch 30, Batch 193537 -Loss: 0.1110 Validation Accuracy: 94.399093% Epoch 30, Batch 193665 -Loss: 0.0694 Validation Accuracy: 94.331066% Epoch 30, Batch 193793 -Loss: 0.0934 Validation Accuracy: 93.854875% Epoch 30, Batch 193921 -Loss: 0.0569 Validation Accuracy: 94.308390% Epoch 30, Batch 194049 -Loss: 0.0639 Validation Accuracy: 94.036281% Epoch 30, Batch 194177 -Loss: 0.0434 Validation Accuracy: 94.217687% Epoch 30, Batch 194305 -Loss: 0.0337 Validation Accuracy: 94.149660% Epoch 30, Batch 194433 -Loss: 0.0271 Validation Accuracy: 94.285714% Epoch 30, Batch 194561 -Loss: 0.0715 Validation Accuracy: 94.829932% Epoch 30, Batch 194689 -Loss: 0.1105 Validation Accuracy: 94.172336% Epoch 30, Batch 194817 -Loss: 0.1081 Validation Accuracy: 94.693878% Epoch 30, Batch 194945 -Loss: 0.0624 Validation Accuracy: 94.399093% Epoch 30, Batch 195073 -Loss: 0.1062 Validation Accuracy: 94.535147% Epoch 30, Batch 195201 -Loss: 0.0565 Validation Accuracy: 94.331066% Epoch 30, Batch 195329 -Loss: 0.0034 Validation Accuracy: 93.832200% Epoch 30, Batch 195457 -Loss: 0.0570 Validation Accuracy: 94.376417% Epoch 30, Batch 195585 -Loss: 0.0950 Validation Accuracy: 94.104308% Epoch 30, Batch 195713 -Loss: 0.0436 Validation Accuracy: 94.444444% Epoch 30, Batch 195841 -Loss: 0.1042 Validation Accuracy: 94.557823% Epoch 30, Batch 195969 -Loss: 0.0506 Validation Accuracy: 94.195011% Epoch 30, Batch 196097 -Loss: 0.0301 Validation Accuracy: 94.058957% Epoch 30, Batch 196225 -Loss: 0.0564 Validation Accuracy: 94.104308% Epoch 30, Batch 196353 -Loss: 0.0501 Validation Accuracy: 93.650794% Epoch 30, Batch 196481 -Loss: 0.0443 Validation Accuracy: 93.990930% Epoch 30, Batch 196609 -Loss: 0.1150 Validation Accuracy: 94.036281% Epoch 30, Batch 196737 -Loss: 0.1421 Validation Accuracy: 93.718821% Epoch 30, Batch 196865 -Loss: 0.0177 Validation Accuracy: 93.650794% Epoch 30, Batch 196993 -Loss: 0.0392 Validation Accuracy: 93.877551% Epoch 30, Batch 197121 -Loss: 0.0776 Validation Accuracy: 93.945578% Epoch 30, Batch 197249 -Loss: 0.0903 Validation Accuracy: 94.421769% Epoch 30, Batch 197377 -Loss: 0.0282 Validation Accuracy: 93.945578% Epoch 30, Batch 197505 -Loss: 0.0091 Validation Accuracy: 93.922902% Epoch 30, Batch 197633 -Loss: 0.1520 Validation Accuracy: 93.922903% Epoch 30, Batch 197761 -Loss: 0.0850 Validation Accuracy: 94.172336% Epoch 30, Batch 197889 -Loss: 0.1307 Validation Accuracy: 94.126984% Epoch 30, Batch 198017 -Loss: 0.0562 Validation Accuracy: 94.331066% Epoch 30, Batch 198145 -Loss: 0.0255 Validation Accuracy: 94.467120% Epoch 30, Batch 198273 -Loss: 0.0502 Validation Accuracy: 94.512472% Epoch 30, Batch 198401 -Loss: 0.0330 Validation Accuracy: 94.058957% Epoch 30, Batch 198529 -Loss: 0.0415 Validation Accuracy: 94.217687% Epoch 30, Batch 198657 -Loss: 0.0798 Validation Accuracy: 94.489796% Epoch 30, Batch 198785 -Loss: 0.0241 Validation Accuracy: 94.716553% Epoch 30, Batch 198913 -Loss: 0.0582 Validation Accuracy: 94.376417% Epoch 30, Batch 199041 -Loss: 0.0094 Validation Accuracy: 95.328798% Epoch 30, Batch 199169 -Loss: 0.0342 Validation Accuracy: 94.739229% Epoch 30, Batch 199297 -Loss: 0.0793 Validation Accuracy: 94.104308% Epoch 30, Batch 199425 -Loss: 0.0753 Validation Accuracy: 94.580499% Epoch 30, Batch 199553 -Loss: 0.0919 Validation Accuracy: 94.693878% Epoch 30, Batch 199681 -Loss: 0.0327 Validation Accuracy: 94.648526% Epoch 30, Batch 199809 -Loss: 0.0606 Validation Accuracy: 94.739229% Epoch 30, Batch 199937 -Loss: 0.1178 Validation Accuracy: 94.784581% Epoch 30, Batch 200065 -Loss: 0.0373 Validation Accuracy: 94.467120% Epoch 30, Batch 200193 -Loss: 0.0494 Validation Accuracy: 94.421769% Epoch 30, Batch 200321 -Loss: 0.0679 Validation Accuracy: 94.421769% Epoch 30, Batch 200449 -Loss: 0.0514 Validation Accuracy: 94.421769% Epoch 30, Batch 200577 -Loss: 0.0487 Validation Accuracy: 94.829932% Epoch 30, Batch 200705 -Loss: 0.0394 Validation Accuracy: 94.648526% Epoch 30, Batch 200833 -Loss: 0.0276 Validation Accuracy: 94.603175% Epoch 30, Batch 200961 -Loss: 0.0697 Validation Accuracy: 94.625850% Epoch 30, Batch 201089 -Loss: 0.0603 Validation Accuracy: 94.535147% Epoch 30, Batch 201217 -Loss: 0.1092 Validation Accuracy: 94.784581% Epoch 30, Batch 201345 -Loss: 0.0319 Validation Accuracy: 94.467120% Epoch 30, Batch 201473 -Loss: 0.0423 Validation Accuracy: 94.399093% Epoch 30, Batch 201601 -Loss: 0.0165 Validation Accuracy: 94.693878% Epoch 30, Batch 201729 -Loss: 0.0418 Validation Accuracy: 94.943311% Epoch 30, Batch 201857 -Loss: 0.0860 Validation Accuracy: 95.034014% Epoch 30, Batch 201985 -Loss: 0.0683 Validation Accuracy: 94.557823% Epoch 30, Batch 202113 -Loss: 0.0908 Validation Accuracy: 94.671202% Epoch 30, Batch 202241 -Loss: 0.0403 Validation Accuracy: 95.056689% Epoch 30, Batch 202369 -Loss: 0.0893 Validation Accuracy: 94.852608% Epoch 30, Batch 202497 -Loss: 0.0232 Validation Accuracy: 94.988662% Epoch 30, Batch 202625 -Loss: 0.0325 Validation Accuracy: 94.807256% Epoch 30, Batch 202753 -Loss: 0.0389 Validation Accuracy: 94.943311% Epoch 30, Batch 202881 -Loss: 0.0267 Validation Accuracy: 94.671202% Epoch 30, Batch 203009 -Loss: 0.0095 Validation Accuracy: 94.648526% Epoch 30, Batch 203137 -Loss: 0.0130 Validation Accuracy: 94.739229% Epoch 30, Batch 203265 -Loss: 0.0337 Validation Accuracy: 94.557823% Epoch 30, Batch 203393 -Loss: 0.1176 Validation Accuracy: 94.512472% Epoch 30, Batch 203521 -Loss: 0.0381 Validation Accuracy: 94.376417% Epoch 30, Batch 203649 -Loss: 0.1672 Validation Accuracy: 94.671202% Epoch 30, Batch 203777 -Loss: 0.0338 Validation Accuracy: 94.421769% Epoch 30, Batch 203905 -Loss: 0.0577 Validation Accuracy: 94.126984% Epoch 30, Batch 204033 -Loss: 0.0439 Validation Accuracy: 94.784581% Epoch 30, Batch 204161 -Loss: 0.0516 Validation Accuracy: 94.693878% Epoch 30, Batch 204289 -Loss: 0.0143 Validation Accuracy: 94.535147% Epoch 30, Batch 204417 -Loss: 0.0388 Validation Accuracy: 94.444444% Epoch 30, Batch 204545 -Loss: 0.1155 Validation Accuracy: 94.580499% Epoch 30, Batch 204673 -Loss: 0.0716 Validation Accuracy: 94.308390% Epoch 30, Batch 204801 -Loss: 0.1361 Validation Accuracy: 94.308390% Epoch 30, Batch 204929 -Loss: 0.0452 Validation Accuracy: 94.399093% Epoch 30, Batch 205057 -Loss: 0.0962 Validation Accuracy: 94.761905% Epoch 30, Batch 205185 -Loss: 0.1080 Validation Accuracy: 94.671202% Epoch 30, Batch 205313 -Loss: 0.0948 Validation Accuracy: 94.399093% Epoch 30, Batch 205441 -Loss: 0.0384 Validation Accuracy: 94.625850% Epoch 30, Batch 205569 -Loss: 0.0558 Validation Accuracy: 94.285714% Epoch 30, Batch 205697 -Loss: 0.0587 Validation Accuracy: 94.603175% Epoch 30, Batch 205825 -Loss: 0.0510 Validation Accuracy: 94.104308% Epoch 30, Batch 205953 -Loss: 0.0674 Validation Accuracy: 94.512472% Epoch 30, Batch 206081 -Loss: 0.0347 Validation Accuracy: 94.603175% Epoch 30, Batch 206209 -Loss: 0.0834 Validation Accuracy: 94.308390% Epoch 30, Batch 206337 -Loss: 0.0121 Validation Accuracy: 94.081633% Epoch 30, Batch 206465 -Loss: 0.1382 Validation Accuracy: 94.376417% Epoch 30, Batch 206593 -Loss: 0.2038 Validation Accuracy: 94.308390% Epoch 30, Batch 206721 -Loss: 0.0358 Validation Accuracy: 94.739229% Epoch 30, Batch 206849 -Loss: 0.0321 Validation Accuracy: 94.648526% Epoch 30, Batch 206977 -Loss: 0.0388 Validation Accuracy: 94.671202% Epoch 30, Batch 207105 -Loss: 0.1007 Validation Accuracy: 94.285714% Epoch 30, Batch 207233 -Loss: 0.0620 Validation Accuracy: 94.625850% Epoch 30, Batch 207361 -Loss: 0.0362 Validation Accuracy: 94.489796% Epoch 30, Batch 207489 -Loss: 0.0376 Validation Accuracy: 94.467120% Epoch 30, Batch 207617 -Loss: 0.0233 Validation Accuracy: 94.625850% Epoch 30, Batch 207745 -Loss: 0.0496 Validation Accuracy: 94.693878% Epoch 30, Batch 207873 -Loss: 0.0450 Validation Accuracy: 94.444444% Epoch 30, Batch 208001 -Loss: 0.0297 Validation Accuracy: 94.263039% Epoch 30, Batch 208129 -Loss: 0.0440 Validation Accuracy: 94.195011% Epoch 30, Batch 208257 -Loss: 0.0801 Validation Accuracy: 94.535147% Epoch 30, Batch 208385 -Loss: 0.0509 Validation Accuracy: 94.807256% Epoch 30, Batch 208513 -Loss: 0.1476 Validation Accuracy: 94.489796% Epoch 30, Batch 208641 -Loss: 0.0155 Validation Accuracy: 94.603175% Epoch 30, Batch 208769 -Loss: 0.0003 Validation Accuracy: 94.671202% Testing Accuracy: 93.92715757551971% model Saved
Step 3: Test a Model on New Images¶
To give yourself more insight into how your model is working, download at least five pictures of German traffic signs from the web and use your model to predict the traffic sign type.
You may find signnames.csv useful as it contains mappings from the class id (integer) to the actual sign name.
Load and Output the Images¶
In [12]:
### Load the images and plot them here.
### Feel free to use as many code cells as needed.
im_1 = cv2.imread("./examples/image_01.jpg")
plt.imshow(im_1)
Out[12]:
<matplotlib.image.AxesImage at 0x133834128>
In [13]:
im_2 = cv2.imread("./examples/image_02.jpg")
plt.imshow(im_2)
Out[13]:
<matplotlib.image.AxesImage at 0x13388b390>
In [14]:
im_3 = cv2.imread("./examples/image_03.jpg")
plt.imshow(im_3)
Out[14]:
<matplotlib.image.AxesImage at 0x1339cf518>
In [15]:
im_4 = cv2.imread("./examples/image_04.jpg")
plt.imshow(im_4)
Out[15]:
<matplotlib.image.AxesImage at 0x133a69278>
In [16]:
im_5 = cv2.imread("./examples/image_05.jpg")
plt.imshow(im_5)
Out[16]:
<matplotlib.image.AxesImage at 0x133ad0a20>
Predict the Sign Type for Each Image¶
In [17]:
### Run the predictions here and use the model to output the prediction for each image.
### Make sure to pre-process the images with the same pre-processing pipeline used earlier.
### Feel free to use as many code cells as needed.
def resize(data):
temp = []
for i in data:
temp.append( cv2.resize(i, (image_shape[0],image_shape[0])))
return temp
image_list = [im_1,im_2,im_3,im_4,im_5]
image_list = resize(image_list)
new_list =list(convert_to_gray(image_list))
image_list = new_list
image_list = normalize(image_list)
image_list = reshape(image_list)
image_label = [1,27,14,30,3]
image_label = one_hot_encode(image_label)
with tf.Session() as sess:
saver.restore(sess,save_file)
predictions = sess.run(tf.argmax(logits,1),feed_dict={x:image_list})
for index,prediction in enumerate( predictions):
print('Prediction for image {} is {}'.format(index,prediction))
Prediction for image 0 is 1 Prediction for image 1 is 27 Prediction for image 2 is 14 Prediction for image 3 is 30 Prediction for image 4 is 3
Analyze Performance¶
In [18]:
### Calculate the accuracy for these 5 new images.
### For example, if the model predicted 1 out of 5 signs correctly, it's 20% accurate on these new images.
with tf.Session() as sess:
saver.restore(sess,save_file)
acc= sess.run(accuracy,feed_dict={x:image_list,y:image_label})
print('Accuracy:{}%'.format(acc*100))
Accuracy:100.0%
Output Top 5 Softmax Probabilities For Each Image Found on the Web¶
For each of the new images, print out the model's softmax probabilities to show the certainty of the model's predictions (limit the output to the top 5 probabilities for each image). tf.nn.top_k could prove helpful here.
The example below demonstrates how tf.nn.top_k can be used to find the top k predictions for each image.
tf.nn.top_k will return the values and indices (class ids) of the top k predictions. So if k=3, for each sign, it'll return the 3 largest probabilities (out of a possible 43) and the correspoding class ids.
Take this numpy array as an example. The values in the array represent predictions. The array contains softmax probabilities for five candidate images with six possible classes. tk.nn.top_k is used to choose the three classes with the highest probability:
# (5, 6) array
a = np.array([[ 0.24879643, 0.07032244, 0.12641572, 0.34763842, 0.07893497,
0.12789202],
[ 0.28086119, 0.27569815, 0.08594638, 0.0178669 , 0.18063401,
0.15899337],
[ 0.26076848, 0.23664738, 0.08020603, 0.07001922, 0.1134371 ,
0.23892179],
[ 0.11943333, 0.29198961, 0.02605103, 0.26234032, 0.1351348 ,
0.16505091],
[ 0.09561176, 0.34396535, 0.0643941 , 0.16240774, 0.24206137,
0.09155967]])Running it through sess.run(tf.nn.top_k(tf.constant(a), k=3)) produces:
TopKV2(values=array([[ 0.34763842, 0.24879643, 0.12789202],
[ 0.28086119, 0.27569815, 0.18063401],
[ 0.26076848, 0.23892179, 0.23664738],
[ 0.29198961, 0.26234032, 0.16505091],
[ 0.34396535, 0.24206137, 0.16240774]]), indices=array([[3, 0, 5],
[0, 1, 4],
[0, 5, 1],
[1, 3, 5],
[1, 4, 3]], dtype=int32))Looking just at the first row we get [ 0.34763842, 0.24879643, 0.12789202], you can confirm these are the 3 largest probabilities in a. You'll also notice [3, 0, 5] are the corresponding indices.
In [19]:
### Print out the top five softmax probabilities for the predictions on the German traffic sign images found on the web.
### Feel free to use as many code cells as needed.
with tf.Session() as sess:
saver.restore(sess,save_file)
predictions = sess.run(tf.nn.top_k(tf.nn.softmax(logits),k=5),feed_dict={x:image_list})
print("Top 5 predictions :{}".format(predictions[0]))
Top 5 predictions :[[ 9.98034418e-01 1.12860510e-03 8.12934013e-04 2.27919936e-05
5.03018498e-07]
[ 9.96559680e-01 1.46118877e-03 9.92566929e-04 9.13057011e-04
3.98684824e-05]
[ 9.99879718e-01 1.20106444e-04 1.20268794e-07 1.63284375e-09
1.08934040e-09]
[ 6.53734148e-01 2.12912709e-01 7.79101998e-02 3.07862218e-02
2.40970906e-02]
[ 9.99999762e-01 2.83342104e-07 1.17060983e-13 5.95412408e-15
4.45842907e-15]]
Step 4: Visualize the Neural Network's State with Test Images¶
This Section is not required to complete but acts as an additional excersise for understaning the output of a neural network's weights. While neural networks can be a great learning device they are often referred to as a black box. We can understand what the weights of a neural network look like better by plotting their feature maps. After successfully training your neural network you can see what it's feature maps look like by plotting the output of the network's weight layers in response to a test stimuli image. From these plotted feature maps, it's possible to see what characteristics of an image the network finds interesting. For a sign, maybe the inner network feature maps react with high activation to the sign's boundary outline or to the contrast in the sign's painted symbol.
Provided for you below is the function code that allows you to get the visualization output of any tensorflow weight layer you want. The inputs to the function should be a stimuli image, one used during training or a new one you provided, and then the tensorflow variable name that represents the layer's state during the training process, for instance if you wanted to see what the LeNet lab's feature maps looked like for it's second convolutional layer you could enter conv2 as the tf_activation variable.
For an example of what feature map outputs look like, check out NVIDIA's results in their paper End-to-End Deep Learning for Self-Driving Cars in the section Visualization of internal CNN State. NVIDIA was able to show that their network's inner weights had high activations to road boundary lines by comparing feature maps from an image with a clear path to one without. Try experimenting with a similar test to show that your trained network's weights are looking for interesting features, whether it's looking at differences in feature maps from images with or without a sign, or even what feature maps look like in a trained network vs a completely untrained one on the same sign image.
Your output should look something like this (above)
In [20]:
### Visualize your network's feature maps here.
### Feel free to use as many code cells as needed.
# image_input: the test image being fed into the network to produce the feature maps
# tf_activation: should be a tf variable name used during your training procedure that represents the calculated state of a specific weight layer
# activation_min/max: can be used to view the activation contrast in more detail, by default matplot sets min and max to the actual min and max values of the output
# plt_num: used to plot out multiple different weight feature map sets on the same block, just extend the plt number for each new feature map entry
def outputFeatureMap(image_input, tf_activation, activation_min=-1, activation_max=-1 ,plt_num=1):
# Here make sure to preprocess your image_input in a way your network expects
# with size, normalization, ect if needed
# image_input =
# Note: x should be the same name as your network's tensorflow data placeholder variable
# If you get an error tf_activation is not defined it maybe having trouble accessing the variable from inside a function
activation = tf_activation.eval(session=sess,feed_dict={x : image_input})
featuremaps = activation.shape[3]
plt.figure(plt_num, figsize=(15,15))
for featuremap in range(featuremaps):
plt.subplot(6,8, featuremap+1) # sets the number of feature maps to show on each row and column
plt.title('FeatureMap ' + str(featuremap)) # displays the feature map number
if activation_min != -1 & activation_max != -1:
plt.imshow(activation[0,:,:, featuremap], interpolation="nearest", vmin =activation_min, vmax=activation_max, cmap="gray")
elif activation_max != -1:
plt.imshow(activation[0,:,:, featuremap], interpolation="nearest", vmax=activation_max, cmap="gray")
elif activation_min !=-1:
plt.imshow(activation[0,:,:, featuremap], interpolation="nearest", vmin=activation_min, cmap="gray")
else:
plt.imshow(activation[0,:,:, featuremap], interpolation="nearest", cmap="gray")
with tf.Session() as sess:
saver.restore(sess,save_file)
#print([tensor.name for tensor in tf.get_default_graph().as_graph_def().node])
weight = tf.get_default_graph().get_tensor_by_name("Elu:0")
outputFeatureMap([image_list[3]],weight)
Question 9¶
Discuss how you used the visual output of your trained network's feature maps to show that it had learned to look for interesting characteristics in traffic sign images
Answer:
In [ ]:
By examining the visual output for various traffic sign images, each of the network feature maps show
that regions that are activated correctly identify important features to identify the given traffic sign.For example,
the feature maps in the image above show various outlines of a traingular traffic sign.
Note: Once you have completed all of the code implementations and successfully answered each question above, you may finalize your work by exporting the iPython Notebook as an HTML document. You can do this by using the menu above and navigating to \n", "File -> Download as -> HTML (.html). Include the finished document along with this notebook as your submission.